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v1/medcat-trainer/webapp/scripts/load_examples.py create mode 100755 v1/medcat-trainer/webapp/scripts/restore_db.sh create mode 100755 v1/medcat-trainer/webapp/scripts/run-bg-process.sh create mode 100755 v1/medcat-trainer/webapp/scripts/run.sh create mode 100644 v1/medcat-trainer/webapp/templates/registration/password_reset_email.html create mode 100644 v1/medcat-trainer/webapp/templates/registration/password_reset_subject.txt diff --git a/v1/medcat-trainer/.env-example b/v1/medcat-trainer/.env-example new file mode 100644 index 000000000..40b942556 --- /dev/null +++ b/v1/medcat-trainer/.env-example @@ -0,0 +1,6 @@ +# MedCAT +SPACY_MODELS="en_core_web_sm en_core_web_md en_core_web_lg" + +# Ports +MCTRAINER_PORT=8001 +SOLR_PORT=8983 diff --git a/v1/medcat-trainer/.gitignore b/v1/medcat-trainer/.gitignore new file mode 100644 index 000000000..c87aa6e98 --- /dev/null +++ b/v1/medcat-trainer/.gitignore @@ -0,0 +1,51 @@ +#Directories to be ignored fully +/books/ +/articles/ +/other/ +/output/ +/graphics/ +/webapp/models/* +data/ +tmp/ +*_tmp/ +.idea + +/webapp/frontend/dist/* +/webapp/api/media/* +/webapp/api/static/* + +# Configuration +.env + +# Keep folders with this +!.keep + +#tmp and similar files +.nfs* +*.pyc +*.out +*.swp +*.swn +tmp_* +t_* +tmp_* +*_tmp +*.swo +*.lyx.emergency +*.lyx# +*~ +*.log +*hidden* +db.sqlite3 +nohup.out +tmp.py + +# docs outputs +docs/_build + +# macOS system files +.DS_Store +*/.DS_Store + +# Jupyter Notebook checkpoints +*/.ipynb_checkpoints/* diff --git a/v1/medcat-trainer/.readthedocs.yaml b/v1/medcat-trainer/.readthedocs.yaml new file mode 100644 index 000000000..4bea1918f --- /dev/null +++ b/v1/medcat-trainer/.readthedocs.yaml @@ -0,0 +1,17 @@ +# .readthedocs.yaml +# Read the Docs configuration file +# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details + +version: 2 + +build: + os: ubuntu-20.04 + tools: + python: "3.9" + +sphinx: + configuration: medcat-trainer/docs/conf.py + +python: + install: + - requirements: medcat-trainer/docs/requirements.txt diff --git a/v1/medcat-trainer/.vscode/launch.json b/v1/medcat-trainer/.vscode/launch.json new file mode 100644 index 000000000..66557aad5 --- /dev/null +++ b/v1/medcat-trainer/.vscode/launch.json @@ -0,0 +1,91 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + + + { + "name": "frontend", + "type": "node", + "request": "launch", + "cwd": "${workspaceFolder}/webapp/frontend", + "runtimeExecutable": "npm", + "runtimeArgs": [ + "run", + "dev" + ], + "console": "integratedTerminal" + }, + { + "name": "frontend build", + "type": "node", + "request": "launch", + "cwd": "${workspaceFolder}/webapp/frontend", + "runtimeExecutable": "npm", + "runtimeArgs": [ + "run", + "build" + ], + "console": "integratedTerminal" + }, + { + "name": "django shell", + "type": "debugpy", + "request": "launch", + "program": "${workspaceFolder}/webapp/api/manage.py", + "args": [ + "shell" + ], + "django": true + }, + { + "name": "make migrations", + "type": "debugpy", + "request": "launch", + "program": "${workspaceFolder}/webapp/api/manage.py", + "args": [ + "makemigrations" + ], + "django": true + }, + { + "name": "migrate", + "type": "debugpy", + "request": "launch", + "program": "${workspaceFolder}/webapp/api/manage.py", + "args": [ + "migrate" + ], + "django": true + }, + { + "name": "run server", + "type": "debugpy", + "request": "launch", + "args": [ + "runserver", + "0.0.0.0:8001" + ], + "env": { + "CONCEPT_SEARCH_SERVICE_HOST": "localhost" + }, + "django": true, + "program": "${workspaceFolder}/webapp/api/manage.py" + }, + { + "name": "process tasks", + "type": "debugpy", + "request": "launch", + "args": [ + "process_tasks" + ], + "env": { + "CONCEPT_SEARCH_SERVICE_HOST": "localhost" + }, + "django": true, + "program": "${workspaceFolder}/webapp/api/manage.py" + } + ] +} \ No newline at end of file diff --git a/v1/medcat-trainer/CODE_OF_CONDUCT.md b/v1/medcat-trainer/CODE_OF_CONDUCT.md new file mode 100644 index 000000000..18c914718 --- /dev/null +++ b/v1/medcat-trainer/CODE_OF_CONDUCT.md @@ -0,0 +1,128 @@ +# Contributor Covenant Code of Conduct + +## Our Pledge + +We as members, contributors, and leaders pledge to make participation in our +community a harassment-free experience for everyone, regardless of age, body +size, visible or invisible disability, ethnicity, sex characteristics, gender +identity and expression, level of experience, education, socio-economic status, +nationality, personal appearance, race, religion, or sexual identity +and orientation. + +We pledge to act and interact in ways that contribute to an open, welcoming, +diverse, inclusive, and healthy community. + +## Our Standards + +Examples of behavior that contributes to a positive environment for our +community include: + +* 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This package allows you to manage datasets, concept databases, vocabularies, model packs, users, projects, and more via Python code or the command line. + +## Features + +- Manage datasets, concept databases, vocabularies, and model packs +- Create and manage users and projects +- Retrieve and upload project annotations +- Command-line interface (CLI) for automation + +## Installation + +```sh +pip install mctclient +``` + +Or, if installing from source: + +```sh +cd client +python -m build +pip install dist/*.whl +``` + +## Python Usage + +```sh +export MCTRAINER_USERNAME= +export MCTRAINER_PASSWORD= +``` + +```python +from mctclient import MedCATTrainerSession, MCTDataset, MCTConceptDB, MCTVocab, MCTModelPack, MCTMetaTask, MCTRelTask, MCTUser, MCTProject + +# Connect to your MedCATTrainer instance +session = MedCATTrainerSession(server="http://localhost:8001") + +# List all projects +projects = session.get_projects() +for project in projects: + print(project) + +# Create a new dataset +dataset = session.create_dataset(name="My Dataset", dataset_file="path/to/data.csv") + +# Create a new user +user = session.create_user(username="newuser", password="password123") + +# Create a new project +project = session.create_project( + name="My Project", + description="A new annotation project", + members=[user], + dataset=dataset +) +``` + +### MedCATTrainerSession Methods + +- `create_project(name, description, members, dataset, cuis=[], cuis_file=None, concept_db=None, vocab=None, cdb_search_filter=None, modelpack=None, meta_tasks=[], rel_tasks=[])` +- `create_dataset(name, dataset_file)` +- `create_user(username, password)` +- `create_medcat_model(cdb, vocab)` +- `create_medcat_model_pack(model_pack)` +- `get_users()` +- `get_models()` +- `get_model_packs()` +- `get_meta_tasks()` +- `get_rel_tasks()` +- `get_projects()` +- `get_datasets()` +- `get_project_annos(projects)` + +Each method returns the corresponding object or a list of objects. + +## License + +This project is licensed under the Apache 2.0 License. + +## Contributing + +Pull requests are welcome! For major changes, please open an issue first to discuss what you would like to change. + + diff --git a/v1/medcat-trainer/client/__init__.py b/v1/medcat-trainer/client/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/v1/medcat-trainer/client/mctclient.py b/v1/medcat-trainer/client/mctclient.py new file mode 100644 index 000000000..2d4b0370b --- /dev/null +++ b/v1/medcat-trainer/client/mctclient.py @@ -0,0 +1,547 @@ +from dataclasses import dataclass +import json +import os +from abc import ABC +from typing import List, Tuple, Union + +import requests + +import logging + +logger = logging.getLogger(__name__) + + +@dataclass +class MCTObj(ABC): + id: str=None + + def valid(self): + return self.id is not None + + +@dataclass +class MCTDataset(MCTObj): + """A dataset in the MedCATTrainer instance. + + Attributes: + name (str): The name of the dataset. + dataset_file (str): The path to the dataset file, can be a csv, or excel file, with at + least 2 columns: 'name': unique identifier for each text, and 'text': the text to be annotated. + """ + name: str=None + dataset_file: str=None + + def __str__(self): + return f'{self.id} : {self.name} \t {self.dataset_file}' + + +@dataclass +class MCTConceptDB(MCTObj): + """A concept database in the MedCATTrainer instance. + + Attributes: + name (str): The name of the concept database. Name must start with a lowercase letter and contain only alphanumeric characters and underscores. + conceptdb_file (str): The path to the concept database file, should be a .dat file. + use_for_training (bool): Whether to use the concept database for training. Defaults to True as most uploaded CDBs will be used for training, unless they are used for the concept search lookup. + """ + name: str=None + conceptdb_file: str=None + use_for_training: bool=True + + def __post_init__(self): + if self.name is not None: + if not self.name[0].islower(): + raise ValueError("Name must start with a lowercase letter") + if not self.name.replace('_', '').replace('-', '').isalnum(): + raise ValueError("Name must contain only alphanumeric characters and underscores") + + def __str__(self): + return f'{getattr(self, "id", "N/A")} : {self.name} \t {self.conceptdb_file}' + + +@dataclass +class MCTVocab(MCTObj): + """A vocabulary in the MedCATTrainer instance. + + Attributes: + name (str): The name of the vocabulary. + vocab_file (str): The path to the vocabulary file, should be a .dat file. + """ + name: str=None + vocab_file: str=None + + def __str__(self): + return f'{self.id} : {self.vocab_file}' + + +@dataclass +class MCTModelPack(MCTObj): + """A model pack in the MedCATTrainer instance. + + Attributes: + name (str): The name of the model pack. + model_pack_zip (str): The path to the model pack zip file, should be a .zip file. + """ + name: str=None + model_pack_zip: str=None + + def __str__(self): + return f'{self.id} : {self.name} \t {self. model_pack_zip}' + + +@dataclass +class MCTMetaTask(MCTObj): + """A meta task in the MedCATTrainer instance. + + Attributes: + name (str): The name of the meta task. + """ + name: str=None + + def __str__(self): + return f'{self.id} : {self.name}' + + +@dataclass +class MCTRelTask(MCTObj): + """A relation extraction task in the MedCATTrainer instance. + + Attributes: + name (str): The name of the relation extraction task. + """ + name: str=None + + def __str__(self): + return f'{self.id} : {self.name}' + + +@dataclass +class MCTUser(MCTObj): + """A user in the MedCATTrainer instance. + + Attributes: + username (str): The username of the user. + """ + username: str=None + + def __str__(self): + return f'{self.id} : {self.username}' + + +@dataclass +class MCTProject(MCTObj): + """A project in the MedCATTrainer instance. + + Attributes: + name (str): The name of the project. + description (str): The description of the project. + cuis (str): The CUIs to be used in the project filter. + dataset (MCTDataset): The dataset to be used in the project. + concept_db (MCTConceptDB): The concept database to be used in the project. + vocab (MCTVocab): The vocabulary to be used in the project. + members (List[MCTUser]): The annotators for the project. + meta_tasks (List[MCTMetaTask]): The meta tasks for the project. + rel_tasks (List[MCTRelTask]): The relation extraction tasks for the project. + """ + name: str=None + description: str=None + cuis: str=None + dataset: MCTDataset=None + concept_db: MCTConceptDB=None + vocab: MCTVocab=None + members: List[MCTUser]=None + meta_tasks: List[MCTMetaTask]=None + rel_tasks: List[MCTRelTask]=None + + def __str__(self): + return f'{self.id} : {self.name} \t {self.description} \t {self.dataset}' + + + +class MedCATTrainerSession: + """Wrapper for the MedCATTrainer API. + This class provides a wrapper around the MedCATTrainer API, allowing for easy creation of projects, datasets, users, and models. + + Attributes: + server (str): The server to connect to can also be set by an ENVVAR MCTRAINER_SERVER. Defaults to http://localhost:8001. + username (str): The username to connect to can also be set by an ENVVAR MCTRAINER_USERNAME. + password (str): The password to connect to can also be set by an ENVVAR MCTRAINER_PASSWORD. + + Example: + Create a project with a concept database, vocabulary, dataset, and user. + + >>> session = MedCATTrainerSession() + >>> ds = session.create_dataset(name='Test DS', dataset_file='.csv') + >>> cdb_file = '/cdb.dat' + >>> vocab_file = '/vocab.dat' + >>> model_pack_zip = '.zip' + >>> # Create a concept database and vocabulary in the MCTrainer instance. This is the NER+L model only. + >>> cdb, vocab = session.create_medcat_model(MCTConceptDB(name='test_cdb', conceptdb_file=cdb_file), + MCTVocab(name='test_vocab', vocab_file=vocab_file)) + >>> # OR Create a model pack in the MCTrainer instance, NER+L, plus any MetaCAT or RelCAT models packaged together. + >>> session.create_medcat_model_pack(MCTModelPack(name='test_model_pack', model_pack_zip=model_pack_zip)) + >>> session.create_project(name='test-project', description='test-description', members=[MCTUser(username='test-user')], dataset=ds, concept_db=cdb, vocab=vocab) + + A common interaction would be to create a project with a new dataset but existing concept database and vocabulary or Modelpack. + >>> projects = session.get_projects() + >>> ds = session.create_dataset(name='New Test DS', dataset_file='/Users/tom/phd/MedCATtrainer/notebook_docs/example_data/cardio.csv') + >>> # MCTObjects can be referenced by name or by the wrapper object. + >>> session.create_project(name='test-project', description='test-description', members=[MCTUser(username='test-user')], dataset=ds, + concept_db=MCTConceptDB(name='test_cdb'), vocab=MCTVocab(name='test_vocab')) + + To download annotations for a project: + >>> projects = session.get_projects() + >>> annotations = session.get_project_annos(projects[0]) + """ + + def __init__(self, server=None, username=None, password=None): + """Initialize the MedCATTrainerSession. + + Args: + server (_type_, optional): _description_. Defaults to None. + + Raises: + MCTUtilsException: _description_ + """ + self.username = username or os.getenv("MCTRAINER_USERNAME") + self.password = password or os.getenv("MCTRAINER_PASSWORD") + self.server = server or 'http://localhost:8001' + + payload = {"username": self.username, "password": self.password} + resp = requests.post(f"{self.server}/api/api-token-auth/", json=payload) + if 200 <= resp.status_code < 300: + token = json.loads(resp.text)["token"] + self.headers = { + 'Authorization': f'Token {token}', + } + else: + raise MCTUtilsException(f'Failed to login to MedCATtrainer instance running at: {self.server}') + + def create_project(self, name: str, + description: str, + members: Union[List[MCTUser], List[str]], + dataset: Union[MCTDataset, str], + cuis: List[str]=[], + cuis_file: str=None, + concept_db: Union[MCTConceptDB, str]=None, + vocab: Union[MCTVocab, str]=None, + cdb_search_filter: Union[MCTConceptDB, str]=None, + modelpack: Union[MCTModelPack, str]=None, + meta_tasks: Union[List[MCTMetaTask], List[str]]=[], + rel_tasks: Union[List[MCTRelTask], List[str]]=[]): + """Create a new project in the MedCATTrainer session. + Users, models, datasets etc. can be referred to by either their client wrapper object or their name, and the ID will be retrieved + then used to create the project. Most names have a unique constraint on them so for the majority of cases will not results in an error. + + Only a concept_db and vocab pair, or a modelpack needs to be specified. + + Setting a modelpack will also eventually automatically select meta tasks and rel tasks. + + Args: + name (str): The name of the project. + description (str): The description of the project. + members (Union[List[MCTUser], List[str]]): The annotators for the project. + dataset (Union[MCTDataset, str]): The dataset to be used in the project. + cuis (List[str]): The CUIs to be used in the project filter. + cuis_file (str): The file containing the CUIs to be used in the project filter, will be appended to the cuis list. + concept_db (Union[MCTConceptDB, str], optional): The concept database to be used in the project. Defaults to None. + vocab (Union[MCTVocab, str], optional): The vocabulary to be used in the project. Defaults to None. + cdb_search_filter (Union[MCTConceptDB, str], optional): _description_. Defaults to None. + modelpack (Union[MCTModelPack, str], optional): _description_. Defaults to None. + meta_tasks (Union[List[MCTMetaTask], List[str]], optional): _description_. Defaults to None. + rel_tasks (Union[List[MCTRelTask], List[str]], optional): _description_. Defaults to None. + + Raises: + MCTUtilsException: If the project creation fails + + Returns: + MCTProject: The created project + """ + + if all(isinstance(m, str) for m in members): + mct_members = [u for u in self.get_users() if u.username in members] + if len(mct_members) != len(members): + raise MCTUtilsException(f'Not all users found in MedCATTrainer instance: {members} requested, trainer members found: {mct_members}') + else: + members = mct_members + + if isinstance(dataset, str): + try: + dataset = [d for d in self.get_datasets() if d.name == dataset].pop() + except IndexError: + raise MCTUtilsException(f'Dataset not found in MedCATTrainer instance: {dataset}') + + if isinstance(concept_db, str): + try: + concept_db = [c for c in self.get_models()[0] if c.name == concept_db].pop() + except IndexError: + raise MCTUtilsException(f'Concept DB not found in MedCATTrainer instance: {concept_db}') + + if isinstance(vocab, str): + try: + vocab = [v for v in self.get_models()[1] if v.name == vocab].pop() + except IndexError: + raise MCTUtilsException(f'Vocab not found in MedCATTrainer instance: {vocab}') + + if isinstance(cdb_search_filter, str): + try: + cdb_search_filter = [c for c in self.get_concept_dbs() if c.name == cdb_search_filter].pop() + except IndexError: + raise MCTUtilsException(f'Concept DB not found in MedCATTrainer instance: {cdb_search_filter}') + + if isinstance(modelpack, str): + try: + modelpack = [m for m in self.get_model_packs() if m.name == modelpack].pop() + except IndexError: + raise MCTUtilsException(f'Model pack not found in MedCATTrainer instance: {modelpack}') + + if all(isinstance(m, str) for m in meta_tasks): + mct_meta_tasks = [m for m in self.get_meta_tasks() if m.name in meta_tasks] + if len(mct_meta_tasks) != len(meta_tasks): + raise MCTUtilsException(f'Not all meta tasks found in MedCATTrainer instance: {meta_tasks} requested, trainer meta tasks found: {mct_meta_tasks}') + else: + meta_tasks = mct_meta_tasks + + if all(isinstance(r, str) for r in rel_tasks): + mct_rel_tasks = [r for r in self.get_rel_tasks() if r.name in rel_tasks] + if len(mct_rel_tasks) != len(rel_tasks): + raise MCTUtilsException(f'Not all rel tasks found in MedCATTrainer instance: {rel_tasks} requested, trainer rel tasks found: {mct_rel_tasks}') + else: + rel_tasks = mct_rel_tasks + + if (concept_db or vocab) and modelpack: + raise MCTUtilsException('Cannot specify both concept_db/vocab and modelpack') + + payload = { + 'name': name, + 'description': description, + 'cuis': ','.join(cuis), + 'dataset': dataset.id, + 'members': [m.id for m in members], + 'tasks': [mt.id for mt in meta_tasks], + 'relations': [rt.id for rt in rel_tasks] + } + + if concept_db and vocab: + payload['concept_db'] = concept_db.id + payload['vocab'] = vocab.id + elif modelpack: + payload['model_pack'] = modelpack.id + + if cdb_search_filter: + payload['cdb_search_filter'] = [cdb_search_filter.id] + + if cuis_file: + with open(cuis_file, 'rb') as f: + resp = requests.post(f'{self.server}/api/project-annotate-entities/', data=payload, files={'cuis_file': f}, headers=self.headers) + else: + resp = requests.post(f'{self.server}/api/project-annotate-entities/', data=payload, headers=self.headers) + if 200 <= resp.status_code < 300: + resp_json = json.loads(resp.text) + return MCTProject(id=resp_json['id'], name=name, description=description, cuis=cuis, + dataset=dataset, concept_db=concept_db, vocab=vocab, members=members, + meta_tasks=meta_tasks, rel_tasks=rel_tasks) + else: + raise MCTUtilsException(f'Failed to create project with name: {name}', resp.text) + + def create_dataset(self, name: str, dataset_file: str): + """Create a new dataset in the MedCATTrainer session. + + Args: + name (str): The name of the dataset. + dataset_file (str): The path to the dataset file. + + Raises: + MCTUtilsException: If the dataset creation fails + + Returns: + MCTDataset: The created dataset + """ + resp = requests.post(f'{self.server}/api/datasets/', headers=self.headers, + data={'name': name}, + files={'original_file': open(dataset_file, 'rb')}) + if 200 <= resp.status_code < 300: + resp_json = json.loads(resp.text) + return MCTDataset(name=name, id=resp_json['id']) + else: + raise MCTUtilsException(f'Failed to create dataset with name: {name}', resp.text) + + def create_user(self, username: str, password): + """Create a new user in the MedCATTrainer session. + + Args: + username (str): The username of the new user. + password (str): The password of the new user. + + Raises: + MCTUtilsException: If the user creation fails + + Returns: + MCTUser: The created user + """ + payload = { + 'username': username, + 'password': password + } + resp = requests.post(f'{self.server}/api/users/', json=payload, headers=self.headers) + if 200 <= resp.status_code < 300: + resp_json = json.loads(resp.text) + return MCTUser(username=username, id=resp_json['id']) + else: + raise MCTUtilsException(f'Failed to create new user with username: {username}', resp.text) + + def create_medcat_model(self, cdb:MCTConceptDB, vocab: MCTVocab): + """Create a new MedCAT cdb and vocab model in the MedCATTrainer session. + + Args: + cdb (MCTConceptDB): The concept database to be created. + vocab (MCTVocab): The vocabulary to be created. + + Raises: + MCTUtilsException: If the model creation fails + """ + resp = requests.post(f'{self.server}/api/concept-dbs/', headers=self.headers, + data={'name': cdb.name, 'use_for_training': cdb.use_for_training}, + files={'cdb_file': open(cdb.conceptdb_file, 'rb')}) + if 200 <= resp.status_code < 300: + resp_json = json.loads(resp.text) + cdb.id = resp_json['id'] + else: + raise MCTUtilsException(f'Failed uploading MedCAT cdb model: {cdb}', resp.text) + + resp = requests.post(f'{self.server}/api/vocabs/', headers=self.headers, + data={'name': vocab.name}, + files={'vocab_file': open(vocab.vocab_file, 'rb')}) + if 200 <= resp.status_code < 300: + resp_json = json.loads(resp.text) + vocab.id = resp_json['id'] + else: + raise MCTUtilsException(f'Failed uploading MedCAT vocab model: {vocab}', resp.text) + + return cdb, vocab + + def create_medcat_model_pack(self, model_pack: MCTModelPack): + """Create a new MedCAT model pack in the MedCATTrainer session. + + Args: + model_pack (MCTModelPack): The model pack to be created. + + Raises: + MCTUtilsException: If the model pack creation fails + """ + resp = requests.post(f'{self.server}/api/modelpacks/', headers=self.headers, + data={'name': model_pack.name}, + files={'model_pack': open(model_pack.model_pack_zip, 'rb')}) + if 200 <= resp.status_code < 300: + resp_json = json.loads(resp.text) + model_pack.id = resp_json['id'] + else: + raise MCTUtilsException(f'Failed uploading model pack: {model_pack.model_pack_zip}', resp.text) + + def get_users(self) -> List[MCTUser]: + """Get all users in the MedCATTrainer instance. + + Returns: + List[MCTUser]: A list of all users in the MedCATTrainer instance + """ + users = json.loads(requests.get(f'{self.server}/api/users/', headers=self.headers).text)['results'] + return [MCTUser(id=u['id'], username=u['username']) for u in users] + + def get_models(self) -> Tuple[List[str], List[str]]: + """Get all MedCAT cdb and vocab models in the MedCATTrainer instance. + + Returns: + Tuple[List[MCTConceptDB], List[MCTVocab]]: A tuple of lists of all MedCAT cdb and vocab models in the MedCATTrainer instance + """ + cdbs = json.loads(requests.get(f'{self.server}/api/concept-dbs/', headers=self.headers).text)['results'] + vocabs = json.loads(requests.get(f'{self.server}/api/vocabs/', headers=self.headers).text)['results'] + mct_cdbs = [MCTConceptDB(id=cdb['id'], name=cdb['name'], conceptdb_file=cdb['cdb_file']) for cdb in cdbs] + mct_vocabs = [MCTVocab(id=v['id'], name=v['name'], vocab_file=v['vocab_file']) for v in vocabs] + return mct_cdbs, mct_vocabs + + def get_model_packs(self) -> List[MCTModelPack]: + """Get all MedCAT model packs in the MedCATTrainer instance. + + Returns: + List[MCTModelPack]: A list of all MedCAT model packs in the MedCATTrainer instance + """ + resp = json.loads(requests.get(f'{self.server}/api/modelpacks/', headers=self.headers).text)['results'] + mct_model_packs = [MCTModelPack(id=mp['id'], name=mp['name'], model_pack_zip=mp['model_pack']) for mp in resp] + return mct_model_packs + + def get_meta_tasks(self) -> List[MCTMetaTask]: + """Get all MedCAT meta tasks that have been created in the MedCATTrainer instance. + + Returns: + List[MCTMetaTask]: A list of all MedCAT meta tasks in the MedCATTrainer instance + """ + resp = json.loads(requests.get(f'{self.server}/api/meta-tasks/', headers=self.headers).text)['results'] + mct_meta_tasks = [MCTMetaTask(name=mt['name'], id=mt['id']) for mt in resp] + return mct_meta_tasks + + def get_rel_tasks(self) -> List[MCTRelTask]: + """Get all MedCAT relation tasks that have been created in the MedCATTrainer instance. + + Returns: + List[MCTRelTask]: A list of all MedCAT relation tasks in the MedCATTrainer instance + """ + resp = json.loads(requests.get(f'{self.server}/api/relations/', headers=self.headers).text)['results'] + mct_rel_tasks = [MCTRelTask(name=rt['label'], id=rt['id']) for rt in resp] + return mct_rel_tasks + + def get_projects(self) -> List[MCTProject]: + """Get all MedCAT annotation projects that have been created in the MedCATTrainer instance. + + Returns: + List[MCTProject]: A list of all MedCAT annotation projects in the MedCATTrainer instance + """ + resp = json.loads(requests.get(f'{self.server}/api/project-annotate-entities/', headers=self.headers).text)['results'] + mct_projects = [MCTProject(id=p['id'], name=p['name'], description=p['description'], cuis=p['cuis'], + dataset=MCTDataset(id=p['id']), + concept_db=MCTConceptDB(id=p['concept_db']), + vocab=MCTVocab(id=p['vocab']), + members=[MCTUser(id=u) for u in p['members']], + meta_tasks=[MCTMetaTask(id=mt) for mt in p['tasks']], + rel_tasks=[MCTRelTask(id=rt) for rt in p['relations']]) for p in resp] + return mct_projects + + def get_datasets(self) -> List[MCTDataset]: + """Get all datasets that have been created in the MedCATTrainer instance. + + Returns: + List[MCTDataset]: A list of all datasets in the MedCATTrainer instance + """ + resp = json.loads(requests.get(f'{self.server}/api/datasets/', headers=self.headers).text)['results'] + mct_datasets = [MCTDataset(name=d['name'], dataset_file=d['original_file'], id=d['id']) for d in resp] + return mct_datasets + + def get_project_annos(self, projects: List[MCTProject]): + """Get the annotations for a list of projects. Schema is documented here: https://github.com/medcat/MedCATtrainer/blob/main/docs/api.md#download-annotations + + Args: + projects (List[MCTProject]): A list of projects to get annotations for + + Returns: + List[MCTProject]: A list of all projects with annotations + """ + if any(p.id is None for p in projects): + raise MCTUtilsException('One or more project.id are None and all are required to download annotations') + + resp = json.loads(requests.get(f'{self.server}/api/download-annos/?project_ids={",".join([str(p.id) for p in projects])}&with_text=1', + headers=self.headers).text) + return resp + + def __str__(self) -> str: + return f'{self.server} \t {self.username} \t {self.password}' + + +class MCTUtilsException(Exception): + """Base exception for MedCAT Trainer API errors""" + def __init__(self, message, original_exception=None): + self.message = message + self.original_exception = original_exception + super().__init__(self.message) + + def __str__(self): + return f'{self.message} \n {self.original_exception}' + diff --git a/v1/medcat-trainer/client/pyproject.toml b/v1/medcat-trainer/client/pyproject.toml new file mode 100644 index 000000000..05e562f9e --- /dev/null +++ b/v1/medcat-trainer/client/pyproject.toml @@ -0,0 +1,18 @@ +[build-system] +requires = ["setuptools>=61.0", "wheel"] +build-backend = "setuptools.build_meta" + +[project] +name = "medcattrainer-client" +version = "1.0.0" +description = "Python client for interacting with a MedCATTrainer instance" +readme = "client/README.md" +requires-python = ">=3.10" +license = { file = "LICENSE" } +authors = [{ name = "Tom Searle", email = "tom@cogstack.org" }] +dependencies = ["requests"] + +[project.urls] +Homepage = "https://github.com/CogStack/cogstack-nlp/" +Documentation = "https://docs.cogstack.org/projects/medcat-trainer" +Source = "https://github.com/CogStack/cogstack-nlp/" diff --git a/v1/medcat-trainer/client/tests/test_mctclient.py b/v1/medcat-trainer/client/tests/test_mctclient.py new file mode 100644 index 000000000..c06b8ae64 --- /dev/null +++ b/v1/medcat-trainer/client/tests/test_mctclient.py @@ -0,0 +1,119 @@ +import json +import unittest +from unittest.mock import patch, MagicMock +from mctclient import ( + MedCATTrainerSession, MCTDataset, MCTConceptDB, MCTVocab, MCTModelPack, MCTMetaTask, MCTRelTask, MCTUser, MCTProject +) + +class TestMCTClient(unittest.TestCase): + + @patch('mctclient.requests.post') + @patch('mctclient.requests.get') + def test_session_get_projects(self, mock_get, mock_post): + # Mock authentication + mock_post.return_value = MagicMock(status_code=200, text='{"token": "abc"}') + # Mock get_projects with a real project structure + mock_project = { + "id": 1, + "name": "Test Project", + "description": "A test project", + "cuis": "C001,C002", + "dataset": 10, + "concept_db": 20, + "vocab": 30, + "members": [100, 101], + "tasks": [200], + "relations": [300] + } + mock_get.return_value = MagicMock( + status_code=200, + text=json.dumps({"results": [mock_project]}) + ) + session = MedCATTrainerSession(server='http://localhost', username='u', password='p') + projects = session.get_projects() + self.assertIsInstance(projects, list) + self.assertEqual(len(projects), 1) + project = projects[0] + self.assertIsInstance(project, MCTProject) + self.assertEqual(project.name, "Test Project") + self.assertEqual(project.description, "A test project") + self.assertEqual(project.cuis, "C001,C002") + self.assertIsInstance(project.dataset, MCTDataset) + self.assertIsInstance(project.concept_db, MCTConceptDB) + self.assertIsInstance(project.vocab, MCTVocab) + self.assertTrue(all(isinstance(m, MCTUser) for m in project.members)) + self.assertTrue(all(isinstance(mt, MCTMetaTask) for mt in project.meta_tasks)) + self.assertTrue(all(isinstance(rt, MCTRelTask) for rt in project.rel_tasks)) + + @patch('mctclient.requests.post') + def test_create_project(self, mock_post): + # Mock authentication + def post_side_effect(url, *args, **kwargs): + if url.endswith('/api/api-token-auth/'): + return MagicMock(status_code=200, text='{"token": "abc"}') + elif url.endswith('/api/project-annotate-entities/'): + # Return a response with all fields needed for MCTProject + return MagicMock( + status_code=200, + text=json.dumps({ + 'id': '3', + 'name': 'My Project', + 'description': 'desc', + 'cuis': 'C001,C002', + 'dataset': '2', + 'concept_db': '20', + 'vocab': '30', + 'members': ['1'], + 'tasks': ['200'], + 'relations': ['300'] + }), + json=lambda: { + 'id': '3', + 'name': 'My Project', + 'description': 'desc', + 'cuis': 'C001,C002', + 'dataset': '2', + 'concept_db': '20', + 'vocab': '30', + 'members': ['1'], + 'tasks': ['200'], + 'relations': ['300'] + } + ) + else: + return MagicMock(status_code=404, text='') + + mock_post.side_effect = post_side_effect + + session = MedCATTrainerSession(server='http://localhost', username='u', password='p') + user = MCTUser(id='1', username='testuser') + dataset = MCTDataset(id='2', name='TestDS', dataset_file='file.csv') + concept_db = MCTConceptDB(id='20', name='testCDB', conceptdb_file='cdb.dat') + vocab = MCTVocab(id='30', name='testVocab', vocab_file='vocab.dat') + meta_task = MCTMetaTask(id='200', name='TestMetaTask') + rel_task = MCTRelTask(id='300', name='TestRelTask') + + project = session.create_project( + name='My Project', + description='desc', + cuis='C001,C002', + members=[user], + dataset=dataset, + concept_db=concept_db, + vocab=vocab, + meta_tasks=[meta_task], + rel_tasks=[rel_task] + ) + self.assertIsInstance(project, MCTProject) + self.assertEqual(project.name, 'My Project') + self.assertEqual(project.description, 'desc') + self.assertEqual(project.cuis, 'C001,C002') + self.assertIsInstance(project.dataset, MCTDataset) + self.assertIsInstance(project.concept_db, MCTConceptDB) + self.assertIsInstance(project.vocab, MCTVocab) + self.assertEqual(project.members, [user]) + self.assertEqual(project.meta_tasks, [meta_task]) + self.assertEqual(project.rel_tasks, [rel_task]) + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/v1/medcat-trainer/configs/base.txt b/v1/medcat-trainer/configs/base.txt new file mode 100644 index 000000000..418f28af8 --- /dev/null +++ b/v1/medcat-trainer/configs/base.txt @@ -0,0 +1,14 @@ +cat.linking.optim = {'type': 'standard', 'lr': 0.1} +cat.linking.filter_before_disamb = True +# 20 - INFO; 10 - DEBUG +cat.general.log_level = 20 +# Recommended is to have this one negative +cat.linking.similarity_threshold = -5 +# And this one to be used as the real th +cat.linking.similarity_threshold_trainer = -5 +# Used for limiting the number of occ of a concept in a project +cat.general.cui_count_limit = 100000000 +# Is unlink full +cat.general.full_unlink = False +# use this spacy model +cat.general.spacy_model = 'en_core_web_md' diff --git a/v1/medcat-trainer/docker-compose-dev.yml b/v1/medcat-trainer/docker-compose-dev.yml new file mode 100644 index 000000000..7117ab2ce --- /dev/null +++ b/v1/medcat-trainer/docker-compose-dev.yml @@ -0,0 +1,61 @@ +# Dev compose yml file for building, running and mounting local git cloned repo. + +services: + medcattrainer: + build: + network: host + context: ./webapp + args: + SPACY_MODELS: ${SPACY_MODELS:-en_core_web_md} + restart: always + volumes: + - api-media:/home/api/media + - api-static:/home/api/static + - api-db:/home/api/db + - api-db-backup:/home/api/db-backup + - ./webapp/api/core:/home/api/core + - ./webapp/api/api:/home/api/api + - ./webapp/scripts:/home/scripts + - ./configs:/home/configs + - ./supervisord.conf:/etc/supervisord.conf + env_file: + - ./envs/env + environment: + - MCT_VERSION=latest + command: /usr/bin/supervisord -c /etc/supervisord.conf + + nginx: + image: nginx + restart: always + volumes: + - api-media:/home/api/media + - api-static:/home/api/static + - ./nginx/nginx.conf:/etc/nginx/nginx.conf + - ./nginx/sites-enabled/:/etc/nginx/sites-enabled + env_file: + - ./envs/env + ports: + - ${MCTRAINER_PORT:-8001}:8000 + depends_on: + - medcattrainer + - solr + + solr: + container_name: mct_solr + image: solr:8 + restart: always + env_file: + - ./envs/env + ports: + - ${SOLR_PORT:-8983}:8983 + volumes: + - solr-data:/var/solr + command: + - -cloud + +volumes: + api-media: + api-static: + api-db: + api-db-backup: + solr-data: diff --git a/v1/medcat-trainer/docker-compose-mc0x.yml b/v1/medcat-trainer/docker-compose-mc0x.yml new file mode 100644 index 000000000..14e8fa5f9 --- /dev/null +++ b/v1/medcat-trainer/docker-compose-mc0x.yml @@ -0,0 +1,35 @@ +version: '3.4' + +# Compose file yml for MedCAT v0.x models. This is a legacy compose services config for older MedCAT models. + +services: + medcattrainer: + container_name: medcattrainer + hostname: medcat + restart: always + image: cogstacksystems/medcat-trainer:mc-v0.x-latest + volumes: + - api-media:/home/api/media + - api-static:/home/api/static + - api-db:/home/api/db + expose: + - "8000" + env_file: + - ./envs/env-mc0x + command: /home/run.sh + nginx: + image: nginx + restart: always + volumes: + - api-media:/home/api/media + - api-static:/home/api/static + - ./nginx/nginx.conf:/etc/nginx/nginx.conf + - ./nginx/sites-enabled/:/etc/nginx/sites-enabled + ports: + - "${MCTRAINER_PORT:-8001}:8000" + depends_on: + - medcattrainer +volumes: + api-media: + api-static: + api-db: diff --git a/v1/medcat-trainer/docker-compose-prod.yml b/v1/medcat-trainer/docker-compose-prod.yml new file mode 100644 index 000000000..ed60c7fcb --- /dev/null +++ b/v1/medcat-trainer/docker-compose-prod.yml @@ -0,0 +1,57 @@ +# Prod compose file - + +services: + medcattrainer: + container_name: medcattrainer + hostname: medcat + restart: always + image: cogstacksystems/medcat-trainer:v2.22.1 + volumes: + - api-media:/home/api/media + - api-static:/home/api/static + - api-db:/home/api/db + - api-db-backup:/home/api/db-backup + - ./supervisord.conf:/etc/supervisord.conf + - ./configs:/home/configs + env_file: + - ./envs/env-prod + environment: + - MCT_VERSION=v2.22.1 + command: /usr/bin/supervisord -c /etc/supervisord.conf + + nginx: + container_name: medcattrainer_nginx + image: nginx + restart: always + volumes: + - api-media:/home/api/media + - api-static:/home/api/static + - ./nginx/nginx.conf:/etc/nginx/nginx.conf + - ./nginx/sites-enabled/:/etc/nginx/sites-enabled + env_file: + - ./envs/env-prod + ports: + - "${MCTRAINER_PORT:-8001}:8000" + depends_on: + - medcattrainer + - solr + + solr: + container_name: mct_solr + image: solr:8 + restart: always + env_file: + - ./envs/env-prod + expose: + - "8983" + volumes: + - solr-data:/var/solr + command: + - -cloud # solr cloud launches + +volumes: + api-media: + api-static: + api-db: + api-db-backup: + solr-data: diff --git a/v1/medcat-trainer/docker-compose.yml b/v1/medcat-trainer/docker-compose.yml new file mode 100644 index 000000000..7fa61a286 --- /dev/null +++ b/v1/medcat-trainer/docker-compose.yml @@ -0,0 +1,56 @@ +# Default compose yml file - uses latest build of MedCATtrainer services. Default passwords and example +# projects are not used. + +services: + # medattrainer services + medcattrainer: + image: cogstacksystems/medcat-trainer:v2.22.1 + restart: always + volumes: + - api-media:/home/api/media + - api-static:/home/api/static + - api-db:/home/api/db + - api-db-backup:/home/api/db-backup + - ./configs:/home/configs + - ./supervisord.conf:/etc/supervisord.conf + env_file: + - ./envs/env + environment: + - MCT_VERSION=v2.22.1 + command: /usr/bin/supervisord -c /etc/supervisord.conf + + nginx: + image: nginx + restart: always + volumes: + - api-media:/home/api/media + - api-static:/home/api/static + - ./nginx/nginx.conf:/etc/nginx/nginx.conf + - ./nginx/sites-enabled/:/etc/nginx/sites-enabled + env_file: + - ./envs/env + ports: + - ${MCTRAINER_PORT:-8001}:8000 + depends_on: + - medcattrainer + - solr + + solr: + container_name: mct_solr + image: solr:8 + restart: always + env_file: + - ./envs/env + ports: + - ${SOLR_PORT:-8983}:8983 + volumes: + - solr-data:/var/solr + command: + - -cloud + +volumes: + api-media: + api-static: + api-db: + api-db-backup: + solr-data: diff --git a/v1/medcat-trainer/docs/Makefile b/v1/medcat-trainer/docs/Makefile new file mode 100644 index 000000000..d4bb2cbb9 --- /dev/null +++ b/v1/medcat-trainer/docs/Makefile @@ -0,0 +1,20 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line, and also +# from the environment for the first two. +SPHINXOPTS ?= +SPHINXBUILD ?= sphinx-build +SOURCEDIR = . +BUILDDIR = _build + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +# Catch-all target: route all unknown targets to Sphinx using the new +# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). +%: Makefile + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git 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We strongly recommend creating a new admin user before using the trainer in 'production' and storing sensitive +clinical documents on the trainer. To add a new user navigate to select `http://localhost:8001/admin/` and select 'Users'. + +![](_static/img/users-select.png) + +3\. Select 'Add User' and complete the form with a new username / password. + +![](_static/img/add-new-users.png) + +4\. Once created, select the new user, and tick the 'Staff Status' or 'Superuser Status' to allow the user to +access the admin app. + +5\. Remove the default admin user by navigating to step 2, select the user and the action + +![](_static/img/remove-default-user.png) diff --git a/v1/medcat-trainer/docs/advanced_usage.md b/v1/medcat-trainer/docs/advanced_usage.md new file mode 100644 index 000000000..60bb35b3d --- /dev/null +++ b/v1/medcat-trainer/docs/advanced_usage.md @@ -0,0 +1,3 @@ +# Advanced Usage + +- ReST API Usage for bulk dataset / project creation: available in: docs/API_Examples.ipynb \ No newline at end of file diff --git a/v1/medcat-trainer/docs/annotator_guide.md b/v1/medcat-trainer/docs/annotator_guide.md new file mode 100644 index 000000000..981b3e1ed --- /dev/null +++ b/v1/medcat-trainer/docs/annotator_guide.md @@ -0,0 +1,72 @@ +# Annotation Interface + +The annotation interface can be split into 5 sections. + +![](_static/img/main-annotation-interface.png) + +## Section 1 - Document Summary List +A list of documents to be completed in this project. Currently selected documents are highlighted in blue +left border. Submitted documents are marked with a ![tick_mark](_static/img/tick_mark.png). + +## Section 2 - Clinical Text +The selected documents text, highlighted with each concept recognised by the configured MedCAT model. +Highlighted spans of text indicate status of the annotation: +- Grey: A User has *not reviewed* this span that has been recognised and linked by MedCAT to a CDB concept. +- Blue: A User has reviewed the span and marked it as ***correct*** in terms of its linked MedCAT concept. +- Red: A User has reviewed the span and marked it as **incorrect** in terms of its linked MedCAT concept. +- Dark Red: A User has reviewed the span and marked it to **terminate**, meaning the text span should never again + link to this text span, this informs MedCAT that +- Turqoise: A User has reviewed the span and marked it as an **alternative** linked concept. The user has used the + 'Concept Picker' to choose the correct concept that should be linked. + +### Additional Annotations +MedCAT may miss text spans that are acronyms, abbreviations or misspellings of concepts. Missing annotations can be +added to the text by directly highlighting the text span, right clicking, selecting 'Add Term', searching for +concept (via ID, or name), and selecting Add Term: + +![](_static/img/add-annotation-text.png) -> ![](_static/img/add-annotation-menu.png) -> ![](_static/img/add-annotation-concept-pick.png) + +Select: +- Add Term: to add this annotation to the text span and link the selected concept +- Cancel: (Shortcut esc): to cancel adding the annotation to the text. + +![](_static/img/add-annotation-select-concept.png) + +## Section 3 - Action Bar + +### Concept Navigation +Navigating between the list of concepts as they appear in the document: +- Action buttons, left and right +- Left and right arrow keys on keyboard +- Directly clicking on the concept within the text. + + +### Concept Status Buttons +A concept can be marked with only one status. Status is recorded but only sent to MedCAT for +training on **submit** of the document and if the projects configured with "Train Model On Submit" is ticked. + +### Submit Button +Submit is disabled until all concepts have been reviewed and marked with a status. Clicking submit will produce +a submission confirmation dialog with an annotation summary. Confirming submission will send all new annotations +to MedCATTrainer middle tier, and re-train the MedCAT model. The following document will be selected and annotated +by the newly trained MedCAT model + +## Section 4 - Header Toolbar +Lists the current name of the document under review and the number of remaining documents to annotate in this project +action buttons for: +- ![](_static/img/summary-button.png): Summary of current annotations. f A similar view is shown before confirmation of submission of the annotations +- ![](_static/img/help-button.png): Help dialog, showing shortcuts for document & concept navigation, concept annotation and submission. +- ![](_static/img/reset-button.png): Reset document. If an annotation is incorrectly added, or incorrectly submitted resetting the document will + clear all previous annotations and their status. + +## Section 5 - Concept Summary +Lists the current selected concepts details. + +|Concept Detail| Description | +|--------------| ------------| +|Annotated Text| The text span linked to the concept| +|Name | The linked concept name from within the MedCAT CDB| +|Type ID | The higher level group of concepts that this concept sits under. This may be 'N/A' depending if your CDB has Type IDs or not.| +|Concept ID | The unique identifier for this linked concept from the MedCAT CDB.| +|Accuracy | The MedCAT found accuracy of the linked concept for this span. Text spans will have an accuracy 1.0, if they are uniquely identified by that name in the CDB| +|Description | The MedCAT associated description of the concept. SNOMED-CT does not provide descriptions of concepts, only alternative names whereas UMLS does provide descriptions| \ No newline at end of file diff --git a/v1/medcat-trainer/docs/client.md b/v1/medcat-trainer/docs/client.md new file mode 100644 index 000000000..d5d131325 --- /dev/null +++ b/v1/medcat-trainer/docs/client.md @@ -0,0 +1,88 @@ + +--- + +# MedCATtrainer Client + +A Python client for interacting with a MedCATTrainer web application instance. This package allows you to manage datasets, concept databases, vocabularies, model packs, users, projects, and more via Python code or the command line. + +## Features + +- Manage datasets, concept databases, vocabularies, and model packs +- Create and manage users and projects +- Retrieve and upload project annotations +- Command-line interface (CLI) for automation + +## Installation + +```sh +pip install mctclient +``` + +Or, if installing from source: + +```sh +cd client +python -m build +pip install dist/*.whl +``` + +## Python Usage + +```sh +export MCTRAINER_USERNAME= +export MCTRAINER_PASSWORD= +``` + +```python +from mctclient import MedCATTrainerSession, MCTDataset, MCTConceptDB, MCTVocab, MCTModelPack, MCTMetaTask, MCTRelTask, MCTUser, MCTProject + +# Connect to your MedCATTrainer instance +session = MedCATTrainerSession(server="http://localhost:8001") + +# List all projects +projects = session.get_projects() +for project in projects: + print(project) + +# Create a new dataset +dataset = session.create_dataset(name="My Dataset", dataset_file="path/to/data.csv") + +# Create a new user +user = session.create_user(username="newuser", password="password123") + +# Create a new project +project = session.create_project( + name="My Project", + description="A new annotation project", + members=[user], + dataset=dataset +) +``` + +### MedCATTrainerSession Methods + +- `create_project(name, description, members, dataset, cuis=[], cuis_file=None, concept_db=None, vocab=None, cdb_search_filter=None, modelpack=None, meta_tasks=[], rel_tasks=[])` +- `create_dataset(name, dataset_file)` +- `create_user(username, password)` +- `create_medcat_model(cdb, vocab)` +- `create_medcat_model_pack(model_pack)` +- `get_users()` +- `get_models()` +- `get_model_packs()` +- `get_meta_tasks()` +- `get_rel_tasks()` +- `get_projects()` +- `get_datasets()` +- `get_project_annos(projects)` + +Each method returns the corresponding object or a list of objects. + +## License + +This project is licensed under the Apache 2.0 License. + +## Contributing + +Pull requests are welcome! For major changes, please open an issue first to discuss what you would like to change. + + diff --git a/v1/medcat-trainer/docs/conf.py b/v1/medcat-trainer/docs/conf.py new file mode 100644 index 000000000..bdd55355a --- /dev/null +++ b/v1/medcat-trainer/docs/conf.py @@ -0,0 +1,88 @@ +# Configuration file for the Sphinx documentation builder. +# +# This file only contains a selection of the most common options. For a full +# list see the documentation: +# https://www.sphinx-doc.org/en/master/usage/configuration.html + +# -- Path setup -------------------------------------------------------------- + +# If extensions (or modules to document with autodoc) are in another directory, +# add these directories to sys.path here. If the directory is relative to the +# documentation root, use os.path.abspath to make it absolute, like shown here. +# +import os +import sys +sys.path.insert(0, os.path.abspath('.')) + + +# -- Project information ----------------------------------------------------- + +project = 'MedCATtrainer' +copyright = '2022, CogStack Org' +author = 'CogStack Org' + +# The full version, including alpha/beta/rc tags +release = 'latest' + + +# -- General configuration --------------------------------------------------- + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom +# ones. +extensions = [ + 'sphinx_rtd_theme', + 'sphinx.ext.autodoc', + 'myst_parser', + 'sphinx.ext.inheritance_diagram', + 'autoapi.extension', +] + +autoapi_type = 'python' +autoapi_dirs = ['../webapp/api/api'] +autodoc_typehints = 'description' +autoapi_template_dir = '_templates/autoapi_templates' + + +# Add any paths that contain templates here, relative to this directory. +templates_path = ['_templates'] + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This pattern also affects html_static_path and html_extra_path. +exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store'] + +source_suffix = { + '.rst': 'restructuredtext', + '.txt': 'markdown', + '.md': 'markdown', +} + +# -- Options for HTML output ------------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = 'sphinx_rtd_theme' + +# Add any paths that contain custom static files (such as style sheets) here, +# relative to this directory. They are copied after the builtin static files, +# so a file named "default.css" will overwrite the builtin "default.css". +html_static_path = ['_static'] + +html_css_files = [ + 'css/overrides.css' +] + +def autoapi_skip_member(app, what, name, obj, skip, options): + # skip: + # log class attributes + # 'private' methods, attributes, functions + exclude = (what == 'attribute' and name == 'log') or \ + (name.startswith('_') and not name.startswith('__')) + return exclude + + +def setup(app): + """Add autoapi-skip-member.""" + app.connect('autoapi-skip-member', autoapi_skip_member) diff --git a/v1/medcat-trainer/docs/demo_page.md b/v1/medcat-trainer/docs/demo_page.md new file mode 100644 index 000000000..e4f653725 --- /dev/null +++ b/v1/medcat-trainer/docs/demo_page.md @@ -0,0 +1,23 @@ +# Demo +For demonstration purposes and general testing of a current model a stripped back version of the annotator is provided +via the 'Demo' tab of the main screen. + +![](_static/img/demo_tab.png) + +This presents a similar looking annotation screen as a real project, but does not +force usage of a particular dataset, setup of filters, and other project settings. This view does not allow for 'annotating' +identified concepts (or adding new concepts) but allows for users to get a feel for what an existing MedCAT model is +capable of annotating in via an interactive model + +![](_static/img/demo_interface.png) + +1\. A form to: +- Select the appropriate project model to view concept annotations for. +- Clinical text to annotate and display in 2. +- CUI and TypeID filters can be used to only show concepts of interest in 2. For example for a UMLS CDB this could be + T047 for "Disease or Syndrome". CUI and TypeID filters are combined if entries are included in both form inputs. + +2\. Example clinical text is displayed here, with text spans highlighted in blue. Click any annotation to show linked +concept DB details in 3. + +3\. Linked concept details from selected concepts from the 2. \ No newline at end of file diff --git a/v1/medcat-trainer/docs/index.rst b/v1/medcat-trainer/docs/index.rst new file mode 100644 index 000000000..b7758d22c --- /dev/null +++ b/v1/medcat-trainer/docs/index.rst @@ -0,0 +1,31 @@ +.. MedCATtrainer documentation master file, created by + sphinx-quickstart on Fri Feb 18 17:02:13 2022. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +Welcome to MedCATtrainer's documentation! +========================================= + +.. toctree:: + :maxdepth: 2 + :caption: Contents: + + main.md + installation.md + admin_setup.md + project_admin.md + project_group_admin.md + demo_page.md + annotator_guide.md + meta_annotations.md + advanced_usage.md + maintenance.md + client.md + + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` diff --git a/v1/medcat-trainer/docs/installation.md b/v1/medcat-trainer/docs/installation.md new file mode 100644 index 000000000..f9b0738e7 --- /dev/null +++ b/v1/medcat-trainer/docs/installation.md @@ -0,0 +1,74 @@ +# Installation +MedCATtrainer is a docker-compose packaged Django application. + +## Download from Dockerhub +Clone the repo, run the default docker-compose file and default env var: +```shell +$ git clone https://github.com/CogStack/cogstack-nlp +$ cd cogstack-nlp/medcat-trainer +$ docker-compose up +``` + +This will use the pre-built docker images available on DockerHub. If your internal firewall does on permit access to DockerHub, you can build directly from source. + +To check logs of the MedCATtrainer running containers +```bash +$ docker logs | grep "\[medcattrainer\]" +$ docker logs | grep "\[bg-process\]" +$ docker logs | grep "\[db-backup\]" +``` + +## MedCAT v0.x models +If you have MedCAT v0.x models, and want to use the trainer please use the following docker-compose file: +This refences the latest built image for the trainer that is still compatible with [MedCAT v0.x.](https://pypi.org/project/medcat/0.4.0.6/) and under. +```shell +$ docker-compose -f docker-compose-mc0x.yml up +``` + +## Build images from source +The above commands runs the latest release of MedCATtrainer, if you'd prefer to build the Docker images from source, use +```shell +$ docker-compose -f docker-compose-dev.yml up +``` + +To change environment variables, such as the exposed host ports and language of spaCy model, use: +```shell +$ cp .env-example .env +# Set local configuration in .env +``` + +## Troubleshooting +If the build fails with an error code 137, the virtual machine running the docker +daemon does not have enough memory. Increase the allocated memory to containers in the docker daemon +settings CLI or associated docker GUI. + +On MAC: https://docs.docker.com/docker-for-mac/#memory + +On Windows: https://docs.docker.com/docker-for-windows/#resources + +### (Optional) SMTP Setup + +For password resets and other emailing services email environment variables are required to be set up. + +Personal email accounts can be set up by users to do this, or you can contact someone in CogStack for a cogstack no email credentials. + +The environment variables required are listed in [Environment Variables.](#(optional)-environment-variables) + +Environment Variables are located in envs/env or envs/env-prod, when those are set webapp/frontend/.env must change "VITE_APP_EMAIL" to 1. + +### (Optional) Environment Variables +Environment variables are used to configure the app: + +|Parameter|Description| +|---------|-----------| +|MEDCAT_CONFIG_FILE|MedCAT config file as described [here](https://github.com/CogStack/cogstack-nlp/blob/main/medcat-v2/medcat/config/config.py)| +|BEHIND_RP| If you're running MedCATtrainer, use 1, otherwise this defaults to 0 i.e. False| +|MCTRAINER_PORT|The port to run the trainer app on| +|EMAIL_USER|Email address which will be used to send users emails regarding password resets| +|EMAIL_PASS|The password or authentication key which will be used with the email address| +|EMAIL_HOST|The hostname of the SMTP server which will be used to send email (default: mail.cogstack.org)| +|EMAIL_PORT|The port that the SMTP server is listening to, common numbers are 25, 465, 587 (default: 465)| + +Set these and re-run the docker-compose file. + +You'll need to `docker stop` the running containers if you have already run the install. diff --git a/v1/medcat-trainer/docs/main.md b/v1/medcat-trainer/docs/main.md new file mode 100644 index 000000000..e1b2966f7 --- /dev/null +++ b/v1/medcat-trainer/docs/main.md @@ -0,0 +1,7 @@ + # Medical oncept Annotation Tool Trainer + +MedCATTrainer is an interface for building, improving and customising a given Named Entity Recognition +and Linking (NER+L) model (MedCAT) for biomedical domain text. + +MedCATTrainer was presented at EMNLP/IJCNLP 2019. + diff --git a/v1/medcat-trainer/docs/maintenance.md b/v1/medcat-trainer/docs/maintenance.md new file mode 100644 index 000000000..b21af39b1 --- /dev/null +++ b/v1/medcat-trainer/docs/maintenance.md @@ -0,0 +1,61 @@ +# Maintanence + +MedCATtrainer is actively maintained. To ensure you receive the latest +security patches of the software and its dependencies you should regularly +be upgrading to the latest release. + +The latest stable releases update the `docker-compose.yml` and `docker-compose-prod.yml` files. + +To update these docker compose files, either copy them directly from the [repo](https://github.com/CogStack/cogstack-nlp/tree/main/medcat-trainer) +or update the cloned files via: + +```shell +$ cd MedCATtrainer +$ git pull +$ docker-compose up +# alternatively for prod releases use: +$ docker-compose -f docker-compose-prod.yml up +``` + +MedCATtrainer follows [Semver](https://semver.org/), so patch and minor release should always be backwards compatible, +whereas major releases, e.g. v1.x vs 2.x versions signify breaking changes. + +Neccessary Django DB migrations will automatically applied between releases, which should largely be invisible to an end admin +or annotation user. Nevertheless, migrating ORM / DB models, then rolling back a release can cause issues if values are defaulted +or removed from a later version. + +## Backup and Restore + +### Backup +Before updating to a new release, a backup will be created in the `DB_BACKUP_DIR`, as configured in `envs/env`. +A further crontab runs the same backup script at 10pm every night. This does not cause any downtime and will look like +this in the logs: +```shell +medcattrainer-medcattrainer-db-backup-1 | Found backup dir location: /home/api/db-backup and DB_PATH: /home/api/db/db.sqlite3 +medcattrainer-medcattrainer-db-backup-1 | Backed up existing DB to /home/api/db-backup/db-backup-2023-09-26__23-26-01.sqlite3 +medcattrainer-medcattrainer-db-backup-1 | To restore this backup use $ ./restore.sh /home/api/db-backup/db-backup-2023-09-26__23-26-01.sqlite3 +``` + +A backup is also automatically performed each time the service starts, and any migrations are performed, in the events of a new release +introducing a breaking change and corrupting a DB. + +### Restore +If a DB is corrupted or needs to be restored to an existing backed up db use the following commands, whilst the service is running: + +```shell +$ docker ps +CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES +a2489b0c681b cogstacksystems/medcat-trainer-nginx:v2.11.2 "/docker-entrypoint.…" 4 days ago Up 4 days 80/tcp, 0.0.0.0:8001->8000/tcp, :::8001->8000/tcp medcattrainer-nginx-1 +20fed153d798 solr:8 "docker-entrypoint.s…" 4 days ago Up 4 days 0.0.0.0:8983->8983/tcp, :::8983->8983/tcp mct_solr +2b250a0975fe cogstacksystems/medcat-trainer:v2.11.2 "/home/run.sh" 4 days ago Up 4 days medcattrainer-medcattrainer-1 +$ docker exec -it 2b250a0975fe bash +root@2b250a0975fe:/home/api# cd .. +$ restore_db.sh db-backup-2023-09-25__23-21-39.sqlite3 # run the restore.sh script +Found backup dir location: /home/api/db-backup, found db path: home/api/db/db.sqlite3 +DB file to restore: db-backup-2023-09-25__23-21-39.sqlite3 +Found db-backup-2023-09-25__23-21-39.sqlite3 - y to confirm backup: y # you'll need tp confirm this is the correct file to restore. +Restored db-backup-2023-09-25__23-21-39.sqlite3 to /home/db/db.sqlite3 +``` + +The `restore_db.sh` script will automatically restore the latest db file, if no file is specified. + diff --git a/v1/medcat-trainer/docs/make.bat b/v1/medcat-trainer/docs/make.bat new file mode 100644 index 000000000..8084272b4 --- /dev/null +++ b/v1/medcat-trainer/docs/make.bat @@ -0,0 +1,35 @@ +@ECHO OFF + +pushd %~dp0 + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set SOURCEDIR=. +set BUILDDIR=_build + +if "%1" == "" goto help + +%SPHINXBUILD% >NUL 2>NUL +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.https://www.sphinx-doc.org/ + exit /b 1 +) + +%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% +goto end + +:help +%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% + +:end +popd diff --git a/v1/medcat-trainer/docs/meta_annotations.md b/v1/medcat-trainer/docs/meta_annotations.md new file mode 100644 index 000000000..bafcd8a19 --- /dev/null +++ b/v1/medcat-trainer/docs/meta_annotations.md @@ -0,0 +1,42 @@ +# Meta Annotations + +MedCAT is also able to learn project & context specific annotations that overlay on top of the base layer of concept annotations. + +Example use cases of these annotations could be to train models to predict if: + +- all disease concepts were **experienced** by the patient, a relative, or N/A. +- all symptom concepts are **temporally** reference present day, or are historical. +- all drug concepts are mentions of patients consuming drugs rather than **hypothetical** mentions. +- a complaint for a patient is **primary** or **secondary**. + +MedCATTrainer is configurable (via the administrator app), to allow for the collection of these meta annotations. We +currently have not integrated the active learning components of the concept recognition. + +## Meta Annotation Configuration + +To create a new Meta Annotation Task and attach to an existing project: + +1\. Enter your project configuration settings via the admin page (http://localhost:8001/admin/) + +![](_static/img/select-existing-project.png) + +2\. At the bottom of the form, select the + icon to bring up the new Meta Annotation Task Form. + +![](_static/img/add-new-meta-task.png) + +3\. Complete the form and add additional meta task values if required for your task via the '+' icon and the 'values' input. +Values are enumerated options for your specific task. These can be re-used across projects or be project specific. +Ensure the default is one of the corresponding values available. Descriptions appear alongside the tasks in interface +and in full in the help dialog. + +![](_static/img/meta-task-form.png) + +4\. Select desired Meta Annotation tasks for the project by holding down (ctrl / cmd) and clicking the meta tasks, +then select 'Save' to save the project changes. + +![](_static/img/select-tasks.png) + +5\. Meta Annotations now appear in the interface for that project under the concept summary. Meta-annotations +only appear for concepts that are correct. + +![](_static/img/meta-tasks-interface.png) \ No newline at end of file diff --git a/v1/medcat-trainer/docs/project_admin.md b/v1/medcat-trainer/docs/project_admin.md new file mode 100644 index 000000000..19f1e30ab --- /dev/null +++ b/v1/medcat-trainer/docs/project_admin.md @@ -0,0 +1,205 @@ +# Annotation Project Creation + +## Creating an Annotation Project +Annotation projects are used to inspect, validate and improve concepts recognised & linked by MedCAT. +They can also be used collect annotations for defined MetaCAT models tasks, and coming soon RelCAT, or relation annotation models. + +Using the admin page, a configured admin or superuser can create, edit and delete annotation projects. + +1\. Navigate to `http://localhost:8001/admin/` or the `http://:/admin/` in which you've deployed the Trainer, and select 'Project annotate entities'. + +![Main Menu list](_static/img/project_annotate_entities.png) + +2\. 'Add Project Annotate Entities' + +![Add Project Annotate Entities button](_static/img/add_project_annotate_entities.png) +project_admin +3\. Complete the new annotation project form. The table below provides details the purpose of each field: + +|Parameter|Description| +|---------|-----------| +|Name|# Name of the project that appears on the landing page| +|Description| Example projects', # Description as it appears on the landing page| +|Annotation guideline link|A link to a GoogleDoc, MS Sharepoint document etc. that provides this projects annotation guidelines| +|Members | **list** of users that have access to this project, select the '+' to create new users | +|Dataset | The set of documents to be annotated. The dataset tabular schema is described below. | +|Validated Documents| Ignore this list. Use of this list is described in the forthcoming advanced administrator user guide| +|Cuis | (Optional) A list of comma separated Concept Unique Identifiers (CUIs). Use this to only show precise concepts in this project | +|CUI File | (Optional) A JSON formatted list of CUIs. Can be useful if the project should be setup to annotate large CUI lists extracted gathered from introspection of a CDB. **Will be merged with the above 'Cuis' list**| +|Concept DB | A MedCAT Concept Database. This should be the resulting file from a call to the function medcat.cdb.CDB.save_dict('name_of_cdb.dat'). Clicking the '+' icon here opens a dialog to upload a CDB file. | +|vocab | A MedCAT Vocabulary. This should be the resulting file from a call to the function medcat.cdb.utils.Vocab.save_dict('name_of_vocab.dat'). Clicking the '+' icon here opens a dialog to upload a vocab file.| +|cdb_search_filter|CDB ID used to lookup concepts during addition of annotations to a document| +|Require Entity Validation| (Default: True) With this option ticked, annotations in the interface, that are made by MedCAT will appear 'grey' indicating they have not been validated. Document submission is dependent upon all 'grey' annotations to be marked by a user. Unticked ensures all annotations are marked 'valid' by default| +|Train Model On Submit| (Default: True) With this option ticked, each document submission trains the configured MedCAT instance with the marked, and added if any, annotations from this document. Unticked, ensures the MedCAT model does not train between submissions.| +|Add New Entities|(Default: False) With this option ticked, allows users to add entirely new concepts to the existing MedCAT CDB. False ensures this option is not available to users.| +|Restrict Concept Lookup|(Default: False) With this option ticked, restricts the concept lookup (add annotation / alternative concept) to only include those CUIs listed in the above filters (either from CUI / TUI list or uploade 'CUI File' list| +|Terminate Available|(Default: True) With this option ticked, the option to terminate an annotated concept will appear| +|Irrelevant Available|(Default: False) With this option ticked, the option to mark an annotated concept as 'irrlevant' will appear| +|Enable entity annotation comments|(Default: False) With this option ticked, the option to leave a comment for each annotation will appear| +|Tasks| Select from the list 'Meta Annotation' tasks that will appear once a given annotation has been marked correct.| +|Relations|Select from the list of 'Relation Annotation' tasks that will appear for a given concept.| + +Datasets can be uploaded in CSV or XLSX format. Example: + +| name | text | +|-------|------------------------| +| Doc 1 | Example document text | +| Doc 2 | More example text | + +The **name** column should be the ID (identifier) and unique for that dataset, the **text** column is the text to be annotated. +Example datasets are supplied under docs/example_data/*.csv + +4\. Click 'Save' to store the new project. + +### Project Home Screen + +Navigate to the home screen (`http://localhost:8001/` or `http://:/` depending on your deployment), login with your username and password setup previously. + +![](_static/img/login.png) + +Select your new project to begin annotating documents + +![](_static/img/available-projects.png) + +#### Admin Options +Admin users have extra options on the home screen: + +1. Concepts Imported - specifies if this projects configured CDB Search Filter has been indexed. This is described in detail below. +2. Model Loaded - MedCAT models are loaded into memory (a python dict) once a project is loaded. Loading many models with larger trainer deployments can occupy a lot of memory. **Note** Clearing cached models may affect other projects using the same model instance. +3. Save Model - Write the in memory model to disk - to save the current in memory model state. This option is generally not advised as full model training should be done outside the trainer instance ideally. + +### Notes +- Example Concept and Vocab databses are freely available on MedCAT [github](https://github.com/CogStack/cogstack-nlp/tree/main/medcat-v2). +Note. UMLS and SNOMED-CT are licensed products so only these smaller trained concept / vocab databases are made available currently. +- More documentation on the creation of UMLS / SNOMED-CT CDBs from respective source data will be released soon. +- Tasks allow for the creation of meta-annotations and their associated set of values an annotator can use. +An example 'meta-annotation' could be 'Temporality'. Values could then be 'Past', 'Present', 'Future'. +- Please NOTE Firefox and IE are currently not supported**. Please use Chrome or Safari. + +## Concept Picker - CDB Concept Import +The concept picker is used to: +- Pick alternative concepts for an existing recognised span + ![](_static/img/pick-alternative-concept.png) +- Pick a concept during the 'Add Term' process. + ![](_static/img/add-annotation-concept.png) + +The available list of concepts is populated via a MedCAT CDB and indexed in a [solr](https://solr.apache.org/) search index to enable fast type-ahead style search. + +SNOMED-CT / UMLS built databases can contain thousands if not millions of concepts so this process is executed +in asynchronous task to ensure the admin page and app are still available for use. + +**This process should only be done once for each concept universe (i.e. SNOMED-CT, UMLS are 2 distinct concept universes)** +per deployment or if the underlying MedCAT CDB changes Concepts will be indexed by there CUI, so importing different +CDB instances that reference the same concept universe will only import +the concepts that are in the set difference. + +To make these concepts available to a (or any project): + +1\. Open the admin app. (http://localhost:8001/admin/) + +2\. Select 'Concept Dbs' +![](_static/img/select-concept-dbs.png) + +3\. Select the Concept DB entry, and choose the action 'Import concepts', then press the 'Go' button. +![](_static/img/import-concepts.png) + +Once the concept imports are complete the solr search services will contain 'collections' that are used by a Django view +for fast type ahead searching. If you're an admin the project home screen will show if a project has had the selected +'CDB Search Filter' imported into solr. +![](_static/img/concepts-imported-status.png) + +The Solr admin interface is available on the default port 8983. User guide [here](https://solr.apache.org/guide/solr/latest/getting-started/solr-admin-ui.html) + +### Concept Collection Maintenance +The solr search service is designed to index all concepts and their metadata across any number of MedCAT Concept Databases. +By default it is run on the same host as the MedCATtrainer django backend, making it fast to tear down, and upload concept +collections, even if the entirety of SNOMED CT or UMLS is indexed. + +To update an index, first delete the outdated concepts from solr via the django admin panel: +1\. Open the admin app. (http://localhost:8001/admin/) + +2\. Select 'Concept Dbs' + +3\. Select the Concept DB entry, and choose the action 'Delete ', then press the 'Go' button. +![](_static/img/delete-indexed-concepts.png) + +This will drop the corresponding collection in the solr search service. This can be also be performed in the solr admin UI by default port 8983. + +## Downloading Annotations +Project annotations can be downloaded with or without the source text, especially important if the source text is +particularly sensitive and should be not be shared. + +1\. Open the admin app. (http://localhost:8001/admin/) + +2\. Select 'Project annotate entities', +![Main Menu list](_static/img/project_annotate_entities.png) + +3\. Select the project(s) to download the annotations for and select the appropriate action for w/ or w/o source text, +then press the 'Go' button. This will download all annotations, the meta-annotations (if any) for all projects selected. +Annotations + +4\. An example jupyter notebook is provided under docs/Processing_Annotations.ipynb. + +![](_static/img/download-annos.png) + +## Clone Project +Cloning Projects is a easy & fast method to create copies of configured projects. This includes the dataset, CDB / vocab +reference, meta annotation settings etc. Annotations themselves will not be copied across. + +1\. Open the admin app. (http://localhost:8001/admin/), and select 'Project annotate entities' (same as above for downloading) + +2\. Select the project(s) to clone, select the 'Clone projects', then press the 'Go' button. +![](_static/img/clone-projects.png) + +NB: Cloning projects will use the same CDB instance. If you're double annotating datasets to then calculate agreement scores (IIA, Cohen's Kappa etc.) +then uncheck "Train Model On Submit" for each of the projects to ensure the model is not trained by each annotator. +If you do want 'online training' of the model, use separate instances of the same model. You can directly upload multiple +instances of the same CDB file appropriately named to achieve this. + +## Reset Project +**Use with caution. Resetting projects deletes all annotations and resets a project to its state upon initial creation.** + +1\. Open the admin app. (http://localhost:8001/admin/), and select 'Project annotate entities' +(same as above for downloading) + +2\. Select the project(s) to reset, then press the 'Go' button. +![](_static/img/reset-projects.png) + + +## Save Models +We strongly suggest models are not saved within MedCATtrainer then directly used. Instead, we suggest you use the collected +annotations from projects to train and test a new MedCAT model. + +However, to save the current state of the model you can use: + +An API call - \:\/save-models/ that can be used to save the current state of +a model. This will overwrite the current CDB file. + +Alternatively, login with an 'admin', (i.e. staff or superuser) account and hit the save model button associated with the project. + + +## Download Models + +1\. Open the admin app. (http://localhost:8001/admin/), and select 'Concept dbs'. + +2\. Click the CDB item you would like to download. + +4\. Click the CDB file, you will be prompted to save down the new CDB file. This file will be of the same format you +have used previously, i.e. you've called medcat.cdb.save_dict(''). + +The saved MedCAT models can be used in any instance a regular MedCAT model may be used. I.e. in a jupyter notebook, +part of a web service, or further fine-tuning in another MedCATTrainer instance. + +The Trainer currently does not support inspection / training / storage of the meta annotation models. These will be +integrated in a forthcoming release. + +![](_static/img/save_cdb.png) + +5\. To load the new dictionary use medcat.cdb.load_dict('') + +## Annotation Guidelines +Annotation guidelines can assist guiding annotators when annotating texts for a MedCATTrainer project. + +Example Guidelines can be found [here](https://docs.google.com/document/d/1xxelBOYbyVzJ7vLlztP2q1Kw9F5Vr1pRwblgrXPS7QM/edit?usp=sharing). + +An initial guideline can be refined using specific examples from your dataset in a pilot project containing a handful of documents. diff --git a/v1/medcat-trainer/docs/project_group_admin.md b/v1/medcat-trainer/docs/project_group_admin.md new file mode 100644 index 000000000..19a351f21 --- /dev/null +++ b/v1/medcat-trainer/docs/project_group_admin.md @@ -0,0 +1,50 @@ + +# Annotation Project Group Creation +Annotation projects often involve more than one annotator. + +Project Group instances allow the creation and management of a group of annotation projects from one screen. + +## Annotation Project Group Creation + +Creating a Project Group is similar to regular [Annotation Project Creation](project_admin.md), but differs in a few +key ways. + +They can be used to group existing projects together, or to create a set of Annotation Projects. + +## Key Differences from Regular Project Creation + +When completing a Project Group form, **Create Associated Projects** is a key parameter: + +### Create Associated Projects: True +If checked will create an Annotation Project for each Annotator selected in the list. All selected Admins will be included as 'annotators' on each Project created. This saves +the current steps of creating a 'template' projec then cloning, renaming and re-permissioning each project which happens with +regular project creation for multiple annotators. Each Project will be called ** - **. + + +### Create Associated Projects: False +If False the only important parameters will be ProjectGroup Name and description. All other parameters will be ignored. The expectation here is +that the projects that are to be grouped already exist, and each Project will be added to the new Project Group manually. + +## Best Practise +Project Groups provide a convenience method for the creating managing grorups of Annotation Projects. Changes such as CUI filters, and projec settings changed once +in the group will flow down into the associated Annotation Projects. + + + +## Using Annotation Project Groups +Regular, non-admin Users of MedCATTrainer, i.e. regular annotators, will not see the option to view Project Groups. + +Admin users will see an action bar as shown: +![Project Groups Available](_static/img/project-groups-view-available.png) + +Selecting this view will show all available Project Groups to the logged in user. +![Project Groups view](_static/img/project-groups-view.png) + +Selecting a group now opens a lightbox with the list of projects in this group: +![Project Group Contents](_static/img/projects-in-group.png) + + +## Other Benefits of Project Groups + +Further enhancements will allow metric further comparisson between projects in a group, gamification, standard annotation metric reporting (e.g. IIA / Cohen's Kappa statistics etc.) + diff --git a/v1/medcat-trainer/docs/requirements.txt b/v1/medcat-trainer/docs/requirements.txt new file mode 100644 index 000000000..2cdd31719 --- /dev/null +++ b/v1/medcat-trainer/docs/requirements.txt @@ -0,0 +1,4 @@ +Sphinx==6.2.1 +sphinx-rtd-theme~=1.0 +myst-parser~=0.17 +sphinx-autoapi==3.0.0 \ No newline at end of file diff --git a/v1/medcat-trainer/envs/.keep b/v1/medcat-trainer/envs/.keep new file mode 100644 index 000000000..e69de29bb diff --git a/v1/medcat-trainer/envs/env b/v1/medcat-trainer/envs/env new file mode 100644 index 000000000..b083d1e2f --- /dev/null +++ b/v1/medcat-trainer/envs/env @@ -0,0 +1,46 @@ +### Required for later numpy versions +OPENBLAS_NUM_THREADS=1 + +### MedCAT cfg ### +MEDCAT_CONFIG_FILE=/home/configs/base.txt +# number of MedCAT models that can be cached, run in bg processes at any one time +MAX_MEDCAT_MODELS=2 + +### Deployment Realm ### +ENV=non-prod + +# Complete once this is deployed +CSRF_TRUSTED_ORIGINS= + +### Django debug setting - to live-reload etc. ### +DEBUG=1 + +### Load example CDB, Vocab ### +LOAD_EXAMPLES=1 + +### Dataset conf ### +UNIQUE_DOC_NAMES_IN_DATASETS=True +MAX_DATASET_SIZE=10000 + +### Solr Concept Search Conf ### +CONCEPT_SEARCH_SERVICE_HOST=solr +CONCEPT_SEARCH_SERVICE_PORT=8983 + +### DB backup dir ### +# volume mount location, default docker host system volume location, this might be different in /etc/docker/daemon.json +DB_DIR=/home/api/db +# currently only supports sqlite3 dbs +DB_PATH=${DB_DIR}/db.sqlite3 +DB_BACKUP_DIR=/home/api/db-backup + +# Resubmit all on startup +RESUBMIT_ALL_ON_STARTUP=0 + +# Front end env vars +LOAD_NUM_DOC_PAGES=10 + +# SMTP email settings - when settings are configured go to webapp/frontend/.env and set VITE_APP_EMAIL to 1 +EMAIL_USER=example@cogstack.org +EMAIL_PASS="to be changed" +EMAIL_HOST=mail.cogstack.org +EMAIL_PORT=465 diff --git a/v1/medcat-trainer/envs/env-mc0x b/v1/medcat-trainer/envs/env-mc0x new file mode 100644 index 000000000..226c2e95f --- /dev/null +++ b/v1/medcat-trainer/envs/env-mc0x @@ -0,0 +1,27 @@ +TYPE=NOT_UMLS +DEBUG=False +UPDATE_COO=False +NESTED_ENTITIES=False + +CNTX_SPAN=9 +CNTX_SPAN_SHORT=3 +MIN_CUI_COUNT=30000 +MIN_CUI_COUNT_STRICT=-1 +MIN_ACC=0.2 +MIN_ACC_TH=0.2 +MIN_CONCEPT_LENGTH=1 +NEG_PROB=0.5 +LBL_STYLE=LONG +WEIGHTED_AVG=True +SKIP_STOPWORDS=False +MAX_SKIP_TKN=2 + +LR=0.1 +ANNEAL=False +KEEP_PUNCT=:|. + +SPACY_MODEL=en_core_sci_md + +MKL_NUM_THREAD=1 +NUMEXPR_NUM_THREADS=1 +OMP_NUM_THREADS=1 diff --git a/v1/medcat-trainer/envs/env-prod b/v1/medcat-trainer/envs/env-prod new file mode 100644 index 000000000..7ba554762 --- /dev/null +++ b/v1/medcat-trainer/envs/env-prod @@ -0,0 +1,47 @@ +### Required for later numpy versions +OPENBLAS_NUM_THREADS=1 + +### MedCAT cfg ### +MEDCAT_CONFIG_FILE=/home/configs/base.txt +# number of MedCAT models that can be cached, run in bg processes at any one time +MAX_MEDCAT_MODELS=2 +ENV=prod + +# SECRET KEY - edit this for prod deployments, +# SECRET_KEY= + +# Complete once this is deployed +CSRF_TRUSTED_ORIGINS= + +# Django Debug mode should be False for prod +DEBUG=0 + +### Load example CDB, Vocab ### +LOAD_EXAMPLES=0 + +### Dataset conf ### +UNIQUE_DOC_NAMES_IN_DATASETS=True +MAX_DATASET_SIZE=10000 + +### Solr Concept Search Conf ### +CONCEPT_SEARCH_SERVICE_HOST=solr +CONCEPT_SEARCH_SERVICE_PORT=8983 + +### DB backup dir - should be set ideally to a mounted / backed up drive ### +# volume mount location, default docker host system volume location, this might be different in /etc/docker/daemon.json +DB_DIR=/home/api/db +# currently only supports sqlite3 dbs +DB_PATH=${DB_DIR}/db.sqlite3 +DB_BACKUP_DIR=/home/api/db-backup + +# Resubmit all on startup +RESUBMIT_ALL_ON_STARTUP=1 + +# Front end env vars +LOAD_NUM_DOC_PAGES=10 + +# SMTP EMAIL SETTINGS +EMAIL_USER=example@cogstack.org +EMAIL_PASS="to be changed" +EMAIL_HOST=mail.cogstack.org +EMAIL_PORT=465 \ No newline at end of file diff --git a/v1/medcat-trainer/install.sh b/v1/medcat-trainer/install.sh new file mode 100644 index 000000000..b7bbb2305 --- /dev/null +++ b/v1/medcat-trainer/install.sh @@ -0,0 +1,31 @@ +#!/bin/sh + +CURR_LOC=$(pwd) +mkdir -p /tmp/mc_trainer/envs +cd /tmp/mc_trainer +DOCKER_COMP_FILE=dc.yml +ENV_FILE=/tmp/mc_trainer/envs/env + +echo "Downloading docker-compose.yml and default env vars" +curl https://raw.githubusercontent.com/CogStack/cogstack-nlp/09e32429/medcat-trainer/docker-compose.yml > $DOCKER_COMP_FILE +curl https://raw.githubusercontent.com/CogStack/cogstack-nlp/09e32429/medcat-trainer/envs/env > $ENV_FILE +trap 'rm -rf /tmp/mc_trainer && cd $CURR_LOC' EXIT + +echo "Starting MedCATtrainer containers" +#ls -l +nohup docker-compose -f $DOCKER_COMP_FILE up &>/dev/null & +while true; +do + sleep 5 + IS_READY=$(curl http://localhost:8001 -w "%{http_code}" -Isl | head -n1 | cut -d ' ' -f2) + if [ "$IS_READY" = "200" ]; then + break + else + echo "Loading..." + docker-compose -f $DOCKER_COMP_FILE logs + fi +done +echo \ +"\n---------------------------------------------------------\n"\ +"---- MedCATtrainer running on http://localhost:8001/ ----\n"\ +"---------------------------------------------------------\n" \ No newline at end of file diff --git a/v1/medcat-trainer/nginx/nginx.conf b/v1/medcat-trainer/nginx/nginx.conf new file mode 100644 index 000000000..1c8256a49 --- /dev/null +++ b/v1/medcat-trainer/nginx/nginx.conf @@ -0,0 +1,135 @@ +# Configuration File - Nginx Server Configs +# http://nginx.org/en/docs/dirindex.html + +# Sets the worker threads to the number of CPU cores available in the system for best performance. +# Should be > the number of CPU cores. +# Maximum number of connections = worker_processes * worker_connections +worker_processes auto; + +# Maximum number of open files per worker process. +# Should be > worker_connections. +worker_rlimit_nofile 8192; + +events { + # If you need more connections than this, you start optimizing your OS. + # That's probably the point at which you hire people who are smarter than you as this is *a lot* of requests. + # Should be < worker_rlimit_nofile. + worker_connections 8005; +} + +# Log errors and warnings to this file +# This is only used when you don't override it on a server{} level +#error_log logs/error.log warn; + +# The file storing the process ID of the main process +pid /var/run/nginx.pid; + +http { + + # Hide nginx version information. + server_tokens off; + + # Specify MIME types for files. + include mime.types; + default_type application/octet-stream; + + # Update charset_types to match updated mime.types. + # text/html is always included by charset module. + charset_types text/css text/plain text/vnd.wap.wml application/javascript application/json application/rss+xml application/xml; + + # Include $http_x_forwarded_for within default format used in log files + log_format main '$remote_addr - $remote_user [$time_local] "$request" ' + '$status $body_bytes_sent "$http_referer" ' + '"$http_user_agent" "$http_x_forwarded_for"'; + + # Log access to this file + # This is only used when you don't override it on a server{} level + #access_log logs/access.log main; + + # How long to allow each connection to stay idle. + # Longer values are better for each individual client, particularly for SSL, + # but means that worker connections are tied up longer. + keepalive_timeout 3000s; + + # Timeouts + proxy_connect_timeout 3000; + proxy_send_timeout 3000; + proxy_read_timeout 3000; + send_timeout 3000; + + # increase client body size - Model packs can be over 3G.s + client_max_body_size 4000M; + # Speed up file transfers by using sendfile() to copy directly + # between descriptors rather than using read()/write(). + # For performance reasons, on FreeBSD systems w/ ZFS + # this option should be disabled as ZFS's ARC caches + # frequently used files in RAM by default. + sendfile on; + + # Don't send out partial frames; this increases throughput + # since TCP frames are filled up before being sent out. + tcp_nopush on; + + # Enable gzip compression. + gzip on; + + # Compression level (1-9). + # 5 is a perfect compromise between size and CPU usage, offering about + # 75% reduction for most ASCII files (almost identical to level 9). + gzip_comp_level 5; + + # Don't compress anything that's already small and unlikely to shrink much + # if at all (the default is 20 bytes, which is bad as that usually leads to + # larger files after gzipping). + gzip_min_length 256; + + # Compress data even for clients that are connecting to us via proxies, + # identified by the "Via" header (required for CloudFront). + gzip_proxied any; + + # Tell proxies to cache both the gzipped and regular version of a resource + # whenever the client's Accept-Encoding capabilities header varies; + # Avoids the issue where a non-gzip capable client (which is extremely rare + # today) would display gibberish if their proxy gave them the gzipped version. + gzip_vary on; + + # Compress all output labeled with one of the following MIME-types. + gzip_types + application/atom+xml + application/javascript + application/json + application/ld+json + application/manifest+json + application/rss+xml + application/vnd.geo+json + application/vnd.ms-fontobject + application/x-font-ttf + application/x-web-app-manifest+json + application/xhtml+xml + application/xml + font/opentype + image/bmp + image/svg+xml + image/x-icon + text/cache-manifest + text/css + text/plain + text/vcard + text/vnd.rim.location.xloc + text/vtt + text/x-component + text/x-cross-domain-policy; + # text/html is always compressed by gzip module + + # This should be turned on if you are going to have pre-compressed copies (.gz) of + # static files available. If not it should be left off as it will cause extra I/O + # for the check. It is best if you enable this in a location{} block for + # a specific directory, or on an individual server{} level. + # gzip_static on; + + # Include files in the sites-enabled folder. server{} configuration files should be + # placed in the sites-available folder, and then the configuration should be enabled + # by creating a symlink to it in the sites-enabled folder. + # See doc/sites-enabled.md for more info. + include sites-enabled/*; +} diff --git a/v1/medcat-trainer/nginx/sites-enabled/medcattrainer b/v1/medcat-trainer/nginx/sites-enabled/medcattrainer new file mode 100644 index 000000000..88b4c817f --- /dev/null +++ b/v1/medcat-trainer/nginx/sites-enabled/medcattrainer @@ -0,0 +1,30 @@ +server { + listen 8000; + server_name localhost; + charset utf-8; + large_client_header_buffers 4 32k; + + location /static { + alias /home/api/static; + } + + location /media { + alias /home/api/media; + } + + location /api/concepts/ { + proxy_pass http://mct_solr:8983/solr/; + proxy_set_header Host $host; + proxy_set_header X-Real-IP $remote_addr; + proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for; + } + + location / { + proxy_pass http://medcattrainer:8000; + proxy_set_header Host $host; + proxy_set_header X-Real-IP $remote_addr; + proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for; + } + +} + diff --git a/v1/medcat-trainer/notebook_docs/API_Examples.ipynb b/v1/medcat-trainer/notebook_docs/API_Examples.ipynb new file mode 100644 index 000000000..22dcd3beb --- /dev/null +++ b/v1/medcat-trainer/notebook_docs/API_Examples.ipynb @@ -0,0 +1,573 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MedCATTrainer API Examples\n", + "The following notebook details the how to programmatically upload data, permission users, and create projects to setup users for large distributed annotation projects.\n", + "- Create Datasets in MedCATTrainer\n", + "- Create CDB and Vocab MedCAT models in MedCATTrainer\n", + "- Create Projects in MedCATTainer" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import requests\n", + "import json\n", + "import pandas as pd\n", + "from pprint import pprint" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "URL = 'http://localhost:8001' # Should be set to your running deployment, IP / PORT if not running on localhost:8001" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sample Dataset\n", + "Sample data from [MT-Samples](https://www.mtsamples.com/), a subset of this dataset is available here under example_data/*.csv\n", + "\n", + "We'll be working with 3 datasets, the below guide works with 3 datasets, but can use function with 100s if needed." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "ortho_notes = pd.read_csv('example_data/ortho.csv')\n", + "neuro_notes = pd.read_csv('example_data/neuro.csv')\n", + "cardio_notes = pd.read_csv('example_data/cardio.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Accessing the MedCATTrainer API\n", + "API access is via a username / password. Upon login the API auth endpoint provides an auth token that must be used for all following requests." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Authorization': 'Token dece457ae382482d9edc999fdbf37dd39ea2893c'}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "payload = {\"username\": \"test\", \"password\": \"foobar312$\"}\n", + "headers = {\n", + " 'Authorization': f'Token {json.loads(requests.post(\"http://localhost:8001/api/api-token-auth/\", json=payload).text)[\"token\"]}',\n", + "}\n", + "headers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Resource APIs \n", + "The MedCAT API, follows a RESTful architecture. Objects created, updated, deleted under their respective resource path" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'users': 'http://localhost:8001/api/users/',\n", + " 'entities': 'http://localhost:8001/api/entities/',\n", + " 'project-annotate-entities': 'http://localhost:8001/api/project-annotate-entities/',\n", + " 'project-groups': 'http://localhost:8001/api/project-groups/',\n", + " 'documents': 'http://localhost:8001/api/documents/',\n", + " 'annotated-entities': 'http://localhost:8001/api/annotated-entities/',\n", + " 'meta-annotations': 'http://localhost:8001/api/meta-annotations/',\n", + " 'meta-tasks': 'http://localhost:8001/api/meta-tasks/',\n", + " 'meta-task-values': 'http://localhost:8001/api/meta-task-values/',\n", + " 'relations': 'http://localhost:8001/api/relations/',\n", + " 'entity-relations': 'http://localhost:8001/api/entity-relations/',\n", + " 'concept-dbs': 'http://localhost:8001/api/concept-dbs/',\n", + " 'vocabs': 'http://localhost:8001/api/vocabs/',\n", + " 'datasets': 'http://localhost:8001/api/datasets/'}" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "json.loads(requests.get(f'{URL}/api/', headers=headers).text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create Datasets\n", + "A MedCATTrainer 'Dataset' is a set of documents that is uploaded into the trainer and used for one or more, annotation projects. \n", + "The trainer interface accepts CSV / XLSX files, files have 2 columns namely, **name** and **text**. \n", + "\n", + "An example DataFrame for this format are shown below. \n", + "\n", + "The below API can be used to upload and create multiple datasets, one for each example DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'DataFrame' object has no attribute 'subject_id'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_10318/6590849.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Add a name column to the other datasets\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mortho_notes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'name'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mortho_notes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubject_id\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ml\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34mf'Subject {l}'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mneuro_notes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'name'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mneuro_notes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubject_id\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ml\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34mf'Subject {l}'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mcardio_notes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'name'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcardio_notes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubject_id\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ml\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34mf'Subject {l}'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0mortho_notes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'name'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'text'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniconda3/envs/cattrainer/lib/python3.11/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 6200\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_accessors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6201\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6202\u001b[0m ):\n\u001b[1;32m 6203\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 6204\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'subject_id'" + ] + } + ], + "source": [ + "# Add a name column to the other datasets\n", + "ortho_notes['name'] = ortho_notes.subject_id.apply(lambda l: f'Subject {l}')\n", + "neuro_notes['name'] = neuro_notes.subject_id.apply(lambda l: f'Subject {l}')\n", + "cardio_notes['name'] = cardio_notes.subject_id.apply(lambda l: f'Subject {l}')\n", + "ortho_notes.loc[:, ['name', 'text']].head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# Collate datasets, with Names\n", + "datasets = [('Neuro Notes', neuro_notes), ('Cardio Notes', cardio_notes), ('Ortho Notes', ortho_notes)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# POST dataset API with list of datasets\n", + "dataset_ids = []\n", + "for name, d_s in datasets:\n", + " payload = {\n", + " 'dataset_name': name, # Name that appears in each\n", + " 'dataset': d_s.loc[:, ['name', 'text']].to_dict(), # Dictionary representation of only \n", + " 'description': f'{name} first 20 notes from each category' # Description that appears in the trainer\n", + " }\n", + " resp = requests.post(f'{URL}/api/create-dataset/', json=payload, headers=headers)\n", + " dataset_ids.append(json.loads(resp.text)['dataset_id']) \n", + "# New datasets created in the trainer have the following IDs\n", + "dataset_ids" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create CDBs and Vocabularies\n", + "The MedCAT models used by MedCATTrainer are output by MedCAT instances of classesmedcat.cdb.CDB, medcat.utils.vocab.Vocabulary. Calling save_dict('\\') will write a file that can be loaded in another instance of MedCAT (via load_dict()), or within MedCATTrainer.\n", + "\n", + "Examples models are provided on the MedCAT Repository: https://github.com/CogStack/cogstack-nlp/tree/main/v1/medcat" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Upload a CDB" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 4020900\n", + "drwxrwxr-x 6 cerberus cerberus 4096 Jan 17 2024 20230227__kch_gstt_trained_model_494c3717f637bb89\n", + "-rw-rw-r-- 1 cerberus cerberus 954511008 Jan 17 2024 20230227__kch_gstt_trained_model_494c3717f637bb89.zip\n", + "-rw-r--r-- 1 cerberus cerberus 392429568 Jan 5 2024 cdb.dat\n", + "-rw-r--r-- 1 cerberus cerberus 607359360 Jun 7 2023 cdb-medmen.dat\n", + "drwxrwxr-x 4 cerberus cerberus 4096 Feb 8 2024 deid_medcat_n2c2_modelpack\n", + "-rw-r--r-- 1 cerberus cerberus 487520245 Feb 8 2024 deid_medcat_n2c2_modelpack.zip\n", + "-rw-r--r-- 1 cerberus cerberus 181988 Jan 5 2024 icd_11_cbd_utf8.dat\n", + "drwxrwxr-x 6 cerberus cerberus 4096 Feb 22 2024 medcat_model_pack_v1.4.0\n", + "-rw-rw-r-- 1 cerberus cerberus 841304525 Jan 5 2024 medcat_model_pack_v1.4.0.zip\n", + "-rw-r--r-- 1 cerberus cerberus 223 Jan 5 2024 pain_custom_cdb.dat\n", + "-rw-r--r-- 1 cerberus cerberus 25599 Jan 5 2024 pain_term.dat\n", + "-rw-r--r-- 1 cerberus cerberus 772635 Jan 5 2024 rxnorm_analgesic_cbd_utf8.dat\n", + "-rw-r--r-- 1 cerberus cerberus 362697 Jan 5 2024 rxnorm_analgesic_cbd_utf8_Y2VYjZO.dat\n", + "-rw-r--r-- 1 cerberus cerberus 832849835 Jan 5 2024 rxnorm_cdb.dat\n", + "-rw-rw-r-- 1 cerberus cerberus 21316 Aug 22 16:43 Untitled.ipynb\n" + ] + } + ], + "source": [ + "!ls -l ../../medcat-models/cdb-medmen.dat" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "from medcat.cdb import CDB" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "CDB.load('../../medcat-models/deid_medcat_n2c2_modelpack/cdb.dat')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "txt = json.loads(requests.post(f'{URL}/api/concept-dbs/', headers=headers, \n", + " data={'name': 'example_cdb', 'use_for_training': True}, \n", + " files={'cdb_file': open('../../medcat-models/deid_medcat_n2c2_modelpack/cdb.dat', 'rb')}).text)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'id': 21,\n", + " 'name': 'example_cdb',\n", + " 'cdb_file': 'http://localhost:8001/media/cdb_HjbPPUI.dat',\n", + " 'use_for_training': True,\n", + " 'create_time': '2024-09-20T21:07:03.062580Z',\n", + " 'last_modified': '2024-09-20T21:07:03.062610Z',\n", + " 'last_modified_by': 1}" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "txt" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "txt = json.loads(requests.put(f'{URL}/api/concept-dbs/21/', headers=headers, \n", + " data={'name': 'example_cdb-EDITED', 'use_for_training': True}, \n", + " files={'cdb_file': open('../../medcat-models/deid_medcat_n2c2_modelpack/cdb.dat', 'rb')}).text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'id': 21,\n", + " 'name': 'example_cdb',\n", + " 'cdb_file': 'http://localhost:8001/media/cdb_HjbPPUI.dat',\n", + " 'use_for_training': True,\n", + " 'create_time': '2024-09-20T21:07:03.062580Z',\n", + " 'last_modified': '2024-09-20T21:07:03.062610Z',\n", + " 'last_modified_by': 1}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "requests.post(f'{URL}/api/concept-dbs/', headers=headers, \n", + " data={'name': 'example_cdb', 'use_for_training': True}, \n", + " files={'cdb_file': open('../../medcat-models/deid_medcat_n2c2_modelpack/cdb.dat', 'rb')}).text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Upload a Vocabulary" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "txt = json.loads(requests.post(f'{URL}/api/vocab/', headers=headers, \n", + " files={'cdb_file': open('<>', 'rb')}).text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Projects\n", + "'Projects' are individual annotaion projects that can broadly be used to:\n", + "- Improve an existing MedCAT model, by providing feedback (correct, incorrect) on MedCAT annotations, providing more synonyms, abbreviations etc for exsiting concepts or even new concepts entirely, if the current CDB does not capture possible concepts, and re-train the MedCAT model between each document.\n", + "- Inspect existing annotations of a MedCAT model and only collect annotations.\n", + "\n", + "**Each new project is 'wired' up with exsiting users, models and datasets via their respective IDs. You should have already setup: User(s) a Concept Database and Vocabulary via the admin page http://{deployment_url}/admin/auth/user/.**\n", + "\n", + "\n", + "

\n", + "\n", + "
\n", + "\n", + "Once you've created each object via the /admin/ page, return here to collect Users IDs and the MedCAT models IDs." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### User Permissions\n", + "First create user accounts \n", + "\n", + "Collect user IDs via that you want to permission for the new projects." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "resp = json.loads(requests.get(f'{URL}/api/users/', headers=headers).text)['results']\n", + "pprint(resp)\n", + "users_ids = [u['id'] for u in resp]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MedCAT Models\n", + "Each project is configured with a MedCAT Concept Database (CDB), and Vocabulary (Vocab). " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "all_cdbs = json.loads(requests.get(f'{URL}/api/concept-dbs/', headers=headers).text)['results']\n", + "# the CDB ID we'll use for this example\n", + "cdb_to_use = all_cdbs[0]['id']\n", + "# you might have many CDBs here. First 2 cdbs: \n", + "all_cdbs[0:2]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# You'll probably only have one vocabulary\n", + "all_vocabs = json.loads(requests.get(f'{URL}/api/vocabs/', headers=headers).text)['results']\n", + "vocab_to_use = all_vocabs[0]['id']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Project Creation\n", + "We'll create 3 projects, one for each dataset, with both users able to access all projects. \n", + "\n", + "We'll leave the CUI and TUI filters blank, allowing for all concepts to appear for all these projects. \n", + "\n", + "|Parameter|Description|\n", + "|---------|-----------|\n", + "|name|# Name of the project that appears on the landing page|\n", + "|description| Example projects', # Description as it appears on the landing page|\n", + "|cuis | Comma separated list if needed |\n", + "|type_ids | A comma separated list of Type IDs. Type IDs are logical groupings of CUIs such as 'disease', or 'symptom'|\n", + "|dataset | The set of documents to be annotated|\n", + "|concept_db | Previously retrieved CDB ID |\n", + "|cdb_search_filter|**list** of CDB IDs that are used to lookup concepts during addition of annotations to a document| \n", + "|vocab | Previously retrieved vocab ID|\n", + "|members | **list** of users for the project |" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "project_names = [d_n for d_n, d in datasets]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "project_ids = []\n", + "for d_id, p_name in zip(dataset_ids, project_names):\n", + " payload = {\n", + " 'name': f'{p_name} Annotation Project',\n", + " 'description': 'Example projects', \n", + " 'cuis': '', \n", + " 'tuis': '',\n", + " 'dataset': d_id,\n", + " 'concept_db': cdb_to_use, \n", + " 'vocab': vocab_to_use, \n", + " 'members': users_ids\n", + " }\n", + " project_ids.append(json.loads(requests.post(f'{URL}/api/project-annotate-entities/', json=payload, headers=headers).text))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Newly created projects are now available for the assigned users. Given this above method many projects for specific conditions can created, configured and permissioned in seconds\n", + "\n", + "![](../docs/_static/img/new_projects.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:cattrainer]", + "language": "python", + "name": "conda-env-cattrainer-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/v1/medcat-trainer/notebook_docs/Client_API_Tutorials.ipynb b/v1/medcat-trainer/notebook_docs/Client_API_Tutorials.ipynb new file mode 100644 index 000000000..3cecbdcbc --- /dev/null +++ b/v1/medcat-trainer/notebook_docs/Client_API_Tutorials.ipynb @@ -0,0 +1,485 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Client API Tutorial\n", + "\n", + "This notebook demonstrates how to use the `MedCATTrainerSession` class to interact with the MedCATTrainer API. We'll cover:\n", + "\n", + "1. Setting up a MedCATTrainer session\n", + "2. Exploring available resources (users, datasets, models)\n", + "3. Creating new resources (datasets, models, users)\n", + "4. Creating annotation projects with different approaches\n", + "5. Downloading and saving annotations\n", + "\n", + "These steps provide a complete workflow for programmatically managing medical text annotation projects with MedCATTrainer." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "__SETUP:__\n", + "\n", + "You need to have [MedCATtrainer service running locally](http://localhost:8001/)\n", + "\n", + "The default credentials when setup is:\n", + "\n", + "```bash\n", + "username: admin\n", + "password: admin\n", + "```\n", + "\n", + "The administrative console can be found here: http://localhost:8001/admin/\n", + "\n", + "Within this admin console is where you can manually interact the the MedCATtrainer program and setup projects\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Setup and Authentication\n", + "\n", + "First, let's import the necessary classes and set up our session:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import json\n", + "import sys\n", + "sys.path.append('../client')\n", + "from mctclient import MedCATTrainerSession, MCTDataset, MCTConceptDB, MCTVocab, MCTModelPack, MCTUser, MCTProject" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize the session\n", + "\n", + "# Set environment variables for authentication, These are default and are optional.\n", + "os.environ['MCTRAINER_USERNAME'] = 'admin'\n", + "os.environ['MCTRAINER_PASSWORD'] = 'admin'\n", + "mct_server = 'http://localhost:8001' # Default server is http://localhost:8001 if not specified\n", + "# session = MedCATTrainerSession()\n", + "\n", + "# Initialize the session and change explicit arguements if required.\n", + "session = MedCATTrainerSession(server=mct_server, username='admin', password='admin') # Wrapper for the MedCATTrainer API." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Explore Available Resources\n", + "\n", + "Let's check what resources are already available in the MedCATTrainer instance:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Users:\n", + "3 : annotator2\n", + "2 : annotator1\n", + "1 : admin\n", + "\n", + "Datasets:\n", + "1 : Example Dataset \t http://localhost:8001/media/Example_Dataset.csv\n", + "2 : Neurology Notes \t http://localhost:8001/media/neurology_notes.csv\n", + "3 : SG-example-docs \t http://localhost:8001/media/sg-sample-docs.csv\n", + "\n", + "Concept DBs:\n", + "1 : umls_cdb \t http://localhost:8001/media/cdb.dat\n", + "2 : snomed_cdb \t http://localhost:8001/media/snomed-cdb.dat\n", + "3 : snomed_2022_modelpack_CDB \t http://localhost:8001/media/Users/k1897038/projects/MedCATtrainer/webapp/api/media/20230227__kch_gstt_trained_model_494c3717f637bb89/cdb.dat\n", + "8 : medcat_full_pack_CDB \t http://localhost:8001/media/Users/k1897038/projects/MedCATtrainer/webapp/api/media/medcat_model_pack_u3fB9G5/cdb.dat\n", + "12 : snomed-2023-bert-metacats_CDB \t http://localhost:8001/media/Users/k1897038/projects/MedCATtrainer/webapp/api/media/20230227__kch_gstt_trained_model_bert_metacats_138689a7bb83cb0a/cdb.dat\n", + "13 : de_id_modelpack_CDB \t http://localhost:8001/media/Users/k1897038/projects/MedCATtrainer/webapp/api/media/medcat_deid_trained_a7120281ebb9fc9e/cdb.dat\n", + "\n", + "Vocabularies:\n", + "1 : http://localhost:8001/media/vocab.dat\n", + "3 : http://localhost:8001/media/20230227__kch_gstt_trained_model_494c3717f637bb89/vocab.dat\n", + "12 : http://localhost:8001/media/20230227__kch_gstt_trained_model_bert_metacats_138689a7bb83cb0a/vocab.dat\n", + "\n", + "ModelPacks:\n", + "1 : snomed_2022_modelpack \t http://localhost:8001/media/20230227__kch_gstt_trained_model_494c3717f637bb89.zip\n", + "9 : snomed-2023-bert-metacats \t http://localhost:8001/media/20230227__kch_gstt_trained_model_bert_metacats_138689a7bb83cb0a.zip\n", + "10 : de-id modelpack \t http://localhost:8001/media/medcat_deid_trained_a7120281ebb9fc9e.zip\n", + "\n", + "Meta Tasks:\n", + "1 : Experiencer\n", + "2 : Presence\n", + "3 : Subject\n", + "4 : Temporality\n", + "5 : Time\n", + "\n", + "Relation Tasks:\n", + "1 : Spatial\n" + ] + } + ], + "source": [ + "# Get users\n", + "users = session.get_users()\n", + "print(\"Users:\")\n", + "for user in users:\n", + " print(user)\n", + "print()\n", + "\n", + "# Get datasets\n", + "datasets = session.get_datasets()\n", + "print(\"Datasets:\")\n", + "for dataset in datasets:\n", + " print(dataset)\n", + "print()\n", + "\n", + "# Get concept databases and vocabularies\n", + "concept_dbs, vocabs = session.get_models()\n", + "print(\"Concept DBs:\")\n", + "for cdb in concept_dbs:\n", + " print(cdb)\n", + "print()\n", + "print(\"Vocabularies:\")\n", + "for vocab in vocabs:\n", + " print(vocab)\n", + "print()\n", + "\n", + "# Get modelpacks\n", + "model_packs = session.get_model_packs()\n", + "print(\"ModelPacks:\")\n", + "for model_pack in model_packs:\n", + " print(model_pack)\n", + "print()\n", + "\n", + "# Get meta tasks\n", + "meta_tasks = session.get_meta_tasks()\n", + "print(\"Meta Tasks:\")\n", + "for i, task in enumerate(meta_tasks):\n", + " print(f\"{i+1} : {task.name}\")\n", + "print()\n", + "\n", + "# Get relation tasks\n", + "rel_tasks = session.get_rel_tasks()\n", + "print(\"Relation Tasks:\")\n", + "for i, task in enumerate(rel_tasks):\n", + " print(f\"{i+1} : {task.name}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Upload new resources to MedCATtrainer\n", + "\n", + "Before we create a project we need to create and upload all the required resources. We'll start with a dataset:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a new dataset to be annotated.\n", + "neurology_dataset = session.create_dataset(\n", + " name=\"Neurology Notes\", # Names must be unique\n", + " dataset_file=\"./example_data/neuro.csv\" # This csv should have atleast these 2 columns. [\"name\", \"text\"]\n", + ")\n", + "print(f\"Created dataset: {neurology_dataset}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.1 Creating MedCAT Models\n", + "\n", + "We have two options for creating models:\n", + "\n", + "1. Upload separate CDB and Vocab files\n", + "2. Upload a complete model pack ZIP\n", + "\n", + "Let's explore both approaches:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# If you don't have these medcat components or modelpack. You can download an example here:\n", + "# Download vocab.dat\n", + "!wget -O ./example_data/vocab.dat https://cogstack-medcat-example-models.s3.eu-west-2.amazonaws.com/medcat-example-models/vocab.dat\n", + "# Download snomed-cdb-mc-v1.cdb\n", + "!wget -O ./example_data/snomed-cdb-mc-v1.cdb https://cogstack-medcat-example-models.s3.eu-west-2.amazonaws.com/medcat-example-models/snomed-cdb-mc-v1.cdb\n", + "# Download model pack (this is a zip file)\n", + "!wget -O ./example_data/medcat_model_pack.zip https://cogstack-medcat-example-models.s3.eu-west-2.amazonaws.com/medcat-example-models/medcat_model_pack_c4e0d25701ce4e88.zip\n", + "\n", + "# Otherwise Skip this" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Option 1: Upload separate CDB and Vocab files\n", + "example_cdb = MCTConceptDB(name=\"example_cdbv1\", conceptdb_file=\"./example_data/snomed-cdb-mc-v1.cdb\")\n", + "example_vocab = MCTVocab(name=\"example_vocabv2\", vocab_file=\"./example_data/vocab.dat\")\n", + "\n", + "# Create the model in the MedCATTrainer instance\n", + "cdb, vocab = session.create_medcat_model(example_cdb, example_vocab)\n", + "print(f\"Created CDB: {cdb}\")\n", + "print(f\"Created Vocab: {vocab}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Option 2: Upload a complete modelpack ZIP\n", + "# This contains CDB, Vocab, and potentially MetaCAT and RelCAT models\n", + "medcat_model_pack = MCTModelPack(\n", + " name=\"medcat_full_pack\",\n", + " model_pack_zip=\"./medcat_model_pack.zip\"\n", + ")\n", + "session.create_medcat_model_pack(medcat_model_pack)\n", + "print(f\"Created model pack: {medcat_model_pack}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.2 Creating a New User\n", + "\n", + "If we need to add an annotator to our project:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "new_user = session.create_user(username=\"annotator1\", password=\"secure_password\")\n", + "print(f\"Created user: {new_user}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Creating Annotation Projects\n", + "\n", + "Now we can create annotation projects using our resources:\n", + "\n", + "But first, Let's check again what resources are now available in the MedCATTrainer instance after Part 3:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get users\n", + "users = session.get_users()\n", + "print(\"Users:\")\n", + "for user in users:\n", + " print(user)\n", + "print()\n", + "\n", + "# Get datasets\n", + "datasets = session.get_datasets()\n", + "print(\"Datasets:\")\n", + "for dataset in datasets:\n", + " print(dataset)\n", + "print()\n", + "\n", + "# Get concept databases and vocabularies\n", + "concept_dbs, vocabs = session.get_models()\n", + "print(\"Concept DBs:\")\n", + "for cdb in concept_dbs:\n", + " print(cdb)\n", + "print()\n", + "print(\"Vocabularies:\")\n", + "for vocab in vocabs:\n", + " print(vocab)\n", + "print()\n", + "\n", + "# Get modelpacks\n", + "model_packs = session.get_model_packs()\n", + "print(\"ModelPacks:\")\n", + "for model_pack in model_packs:\n", + " print(model_pack)\n", + "print()\n", + "\n", + "# Get meta tasks\n", + "meta_tasks = session.get_meta_tasks()\n", + "print(\"Meta Tasks:\")\n", + "for i, task in enumerate(meta_tasks):\n", + " print(f\"{i+1} : {task.name}\")\n", + "print()\n", + "\n", + "# Get relation tasks\n", + "rel_tasks = session.get_rel_tasks()\n", + "print(\"Relation Tasks:\")\n", + "for i, task in enumerate(rel_tasks):\n", + " print(f\"{i+1} : {task.name}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Method 1: Create a project with separate CDB and Vocab\n", + "neuro_project = session.create_project(\n", + " name=\"Neurology Annotation Project\",\n", + " description=\"Demo annotation project of neurology conditions, epilepsy & seizure\",\n", + " members=[user for user in users], # Add all users...\n", + " dataset=datasets[-1],\n", + " concept_db=concept_dbs[-1],\n", + " vocab=vocabs[-1],\n", + " cuis=[\"84757009\", \"91175000\"], # Whitelist Filter CUIs/concepts\n", + " #meta_tasks=[\"Temporality\", \"Certainty\"], # Can specify by name or by object\n", + " #rel_tasks=[\"Has_Finding\"] # only add this relational extraction task if absolutely required\n", + ")\n", + "\n", + "print(f\"Created project: {neuro_project}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Method 2: Create a project with a modelpack\n", + "\n", + "# Rerun the explore resources to run the following code:\n", + "general_project = session.create_project(\n", + " name=\"Demo General Medical Annotation\",\n", + " description=\"Annotation of neurology medical conditions\",\n", + " members=[user for user in users], # All users\n", + " dataset=datasets[-1], # Use existing dataset\n", + " modelpack=model_packs[-1], # Use existing model pack\n", + " # cuis_file=\"./resources/mct_filter.json\", # Load whitelist concepts from a file [\"concept1\", \"concept2\"]\n", + ")\n", + "\n", + "print(f\"Created project with model pack: {general_project}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Retrieving Project Annotations\n", + "\n", + "After annotators have worked on the projects, we can download the annotations:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get all projects\n", + "mct_projects = session.get_projects()\n", + "\n", + "# Download annotations for all projects\n", + "projects = session.get_project_annos(mct_projects)\n", + "\n", + "print(f\"Downloaded annotations for {len(mct_projects)} projects:\")\n", + "for p in projects['projects']:\n", + " print(p['name'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Inspect all details from a single export\n", + "projects['projects'][0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Saving Annotations for Analysis\n", + "\n", + "Finally, let's save the annotations to a file for later analysis:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Save MCT export / annotations to a file\n", + "with open(\"./example_data/medical_annotations.json\", \"w\") as f:\n", + " json.dump(projects, f, indent=2)\n", + "\n", + "print(\"Annotations saved to ./example_data/medical_annotations.json\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# End of Tutorial" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "bioext-medcat-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/v1/medcat-trainer/notebook_docs/Generate_CUI_Filters.ipynb b/v1/medcat-trainer/notebook_docs/Generate_CUI_Filters.ipynb new file mode 100644 index 000000000..5f4adc384 --- /dev/null +++ b/v1/medcat-trainer/notebook_docs/Generate_CUI_Filters.ipynb @@ -0,0 +1,267 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from glob import glob\n", + "import pandas as pd\n", + "from collections import defaultdict\n", + "import json" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate a CUI List for a Given 'Parent' Concept\n", + "- all Children of 'cardiac finding', SCTID: 106063007\n", + "- For medcat v0.x and medcat v1.x" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Relation file from SNOMED-CT Preprocessing tutorial: https://github.com/CogStack/cogstack-nlp/blob/main/v1/medcat-tutorials/notebooks/specialised/Preprocessing_SNOMED_CT.ipynb, \n", + "\n", + "In section \"SNOMED Relationships\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "rels = json.load(open('isa_rela_ch2pt_20200228.txt'))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "# remove the S- if exists\n", + "rels = {k[2:]: [v_i[2:] for v_i in v] for k,v in rels.items()}" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "class Node():\n", + " def __init__(self, sctid, name):\n", + " self.sctid = sctid\n", + " self.name = name\n", + " self.parents = {}\n", + " self.children = {}\n", + " \n", + " def __repr__(self):\n", + " parents_str = \"\\n\\t\".join(f\"{p.sctid}:{p.name}\" for p in self.parents.values())\n", + " children_str = \"\\n\\t\".join([f\"{c.sctid}:{c.name}\" for c in self.children.values()])\n", + " return f'{self.sctid}: {self.name}\\n' +\\\n", + " f'Parents:\\n\\t{parents_str}\\n' +\\\n", + " f'Children:\\n\\t{children_str}\\n' " + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "def all_children(node: Node):\n", + " def collect(nodes, collected_nodes):\n", + " for n in nodes:\n", + " collected_nodes.append(n)\n", + " if len(n.children.values()) > 0:\n", + " collected_nodes.extend(collect(n.children.values(), []))\n", + " return collected_nodes\n", + " \n", + " all_children = []\n", + " collect(node.children.values(), all_children)\n", + " return all_children" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "valid_rels = {k:v for k,v in rels.items() if k in cdb.cui2preferred_name}" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "all_nodes = {}\n", + "def set_rels(node, parent_ids):\n", + " for p_id in parent_ids:\n", + " if p_id in all_nodes:\n", + " parent_node = all_nodes[p_id]\n", + " node.parents[parent_node.sctid] = parent_node\n", + " parent_node.children[node.sctid] = node\n", + " else:\n", + " if p_id not in cdb.cui2preferred_name:\n", + " continue\n", + " parent_node = Node(p_id, cdb.cui2preferred_name[p_id])\n", + " node.parents[parent_node.sctid] = parent_node\n", + " all_nodes[parent_node.sctid] = parent_node\n", + " parent_node.children[node.sctid] = node\n", + " if parent_node.sctid in valid_rels:\n", + " set_rels(parent_node, valid_rels[parent_node.sctid])\n", + " \n", + "for sctid, name in cdb.cui2preferred_name.items():\n", + " n = all_nodes.get(sctid, Node(sctid, name))\n", + " all_nodes[sctid] = n\n", + " # add parents / children\n", + " if sctid in valid_rels:\n", + " set_rels(n, valid_rels[sctid])" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "# Disorder of cardiovascular system (disorder) SCTID: 49601007\n", + "chlds = all_children(all_nodes['49601007'])\n", + "disorder_sctids = [c.sctid for c in set(chlds)]" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "chlds = all_children(all_nodes['301095005'])\n", + "finding_sctids = [c.sctid for c in set(chlds)]" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "all_ids = set(disorder_sctids) | set(finding_sctids)" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [], + "source": [ + "# mcv1_ids = [v[2:] for v in all_ids]" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "739788" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(cdb.cui2names)" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [], + "source": [ + "json.dump(list(mcv1_ids), open('cardio_disorder_finding_sctids_mcv1.json', 'w'))" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [], + "source": [ + "json.dump(list(all_ids), open('cardio_disorder_finding_sctids.json', 'w'))" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [], + "source": [ + "sctids = json.load(open('cardio_disorder_finding_sctids.json'))\n", + "pretty_names = [cdb.cui2pretty_name[s_id] for s_id in sctids]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "snomed_browser_links = [f'https://termbrowser.nhs.uk/?perspective=full&conceptId1={sct_id.replace(\"S-\", \"\")}&edition=uk-edition&release=v20210317&server=' +\n", + " 'https://termbrowser.nhs.uk/sct-browser-api/snomed&langRefset=999001261000000100,999000691000001104' for sct_id in sctids]" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "pd.DataFrame({'SCTIDs': sctids, 'Concept Name': pretty_names, 'Browser Link': snomed_browser_links}).to_csv('cardio_disorder_concepts.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:cattrainer]", + "language": "python", + "name": "conda-env-cattrainer-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/v1/medcat-trainer/notebook_docs/Processing_Annotations.ipynb b/v1/medcat-trainer/notebook_docs/Processing_Annotations.ipynb new file mode 100644 index 000000000..4ef56ec1d --- /dev/null +++ b/v1/medcat-trainer/notebook_docs/Processing_Annotations.ipynb @@ -0,0 +1,808 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MedCATtrainer Annotations\n", + "A notebook to demonstrate:\n", + "- How to download (aka export) annotations from the trainer. These downloads can also be used as export / transfer / backup option for MCTrainer.\n", + "- The MedCATTrainer downloaded annotations schema. Both w/ and w/o text have the same format, except from the source text. \n", + "- How to re-upload exported annotatinos into 'new' projects, this could be for recovery, or importing to a new Trainer deployment." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Downloading Annotations\n", + "This covers API driven downloading, and is also accessible from \\:\\/admin/" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "import json\n", + "import pandas as pd\n", + "from pprint import pprint" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "URL = 'http://localhost:8001' # Should be set to your running deployment, IP / PORT if not running on localhost:8001" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Authorization': 'Token cc3e60dd2cc4231f7f74d1f30d35ce31d3154f7c'}" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# API access is via a username / password. Upon login the API auth endpoint provides an auth token that must be used for all following requests.\n", + "payload = {\"username\": \"admin\", \"password\": \"admin\"}\n", + "headers = {\n", + " 'Authorization': f'Token {json.loads(requests.post(\"http://localhost:8001/api/api-token-auth/\", json=payload).text)[\"token\"]}',\n", + "}\n", + "headers" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'id': 68,\n", + " 'name': 'Top level Concept Annos (Diseases / Symptoms / Findings) (Clone)'},\n", + " {'id': 69,\n", + " 'name': 'Chevron test - UMLS (Diseases / Symptoms / Findings) (Clone)'},\n", + " {'id': 70,\n", + " 'name': 'Example Annotation Project - UMLS (Diseases / Symptoms / Findings) '\n", + " '(Clone)'},\n", + " {'id': 71, 'name': 'Example Annotation Project - SNOMED CT All (Clone)'}]\n" + ] + } + ], + "source": [ + "# get project IDs to download\n", + "resp = json.loads(requests.get(f'{URL}/api/project-annotate-entities/', headers=headers).text)['results']\n", + "pprint([{'id': r['id'], 'name': r['name']} for r in resp])" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [], + "source": [ + "# projects to download\n", + "projects_to_download = ','.join(str(r['id']) for r in resp)" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [], + "source": [ + "# further parameters available here are:\n", + "# - with_text: Boolean: to download the annotations with the source document text. This will automatically include the doc_name. Default: False\n", + "# - with_doc_name: Boolean: if with_text is False, but you still want to include doc names. Default: False\n", + "\n", + "resp = json.loads(requests.get(f'{URL}/api/download-annos/?project_ids={projects_to_download}&with_text=True', headers=headers).text)" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [], + "source": [ + "# dump the output to a file.\n", + "json.dump(resp, open('trainer_export.json', 'w'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Processing MedCATTrainer Annotations" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the annotations downloaded - as described: https://docs.cogstack.org/projects/medcat-trainer/en/latest/project_admin.html#downloading-annotations\n", + "projs = json.load(open('example_data/MedCAT_Export_With_Text_2020-05-22_10_34_09.json'))['projects']" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Projects annotated:2\n" + ] + } + ], + "source": [ + "# Number of annotation projects downloaded\n", + "print(f'Projects annotated:{len(projs)}')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['name', 'id', 'cuis', 'tuis', 'documents'])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# select first project\n", + "proj = projs[0]\n", + "# project level cui / tui filters are top level dict keys\n", + "proj.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of Documents: 2\n", + "# of Annotations: 47\n", + "# Validated Annotations: 47\n", + "# Correct Annotations: 32\n", + "# Correct Annotations: 15\n", + "# Correct Annotations: 0\n", + "# Correct Annotations: 0\n", + "# Correct Annotations: 0\n" + ] + } + ], + "source": [ + "# Annotations are found inside each document.\n", + "print(f'# of Documents: {len(proj[\"documents\"])}')\n", + "print(f'# of Annotations: {sum([len(d[\"annotations\"]) for d in proj[\"documents\"]])}')\n", + "\n", + "# Annotations that have been marked by a human annotator\n", + "print(f'# Validated Annotations: {len([a for d in proj[\"documents\"] for a in d[\"annotations\"] if a[\"validated\"] == True])}')\n", + "\n", + "# Annotations that have been marked correct - (blue)\n", + "print(f'# Correct Annotations: {len([a for d in proj[\"documents\"] for a in d[\"annotations\"] if a[\"correct\"] == True])}')\n", + "\n", + "# Annotations that have been marked incorrect - (red)\n", + "print(f'# Correct Annotations: {len([a for d in proj[\"documents\"] for a in d[\"annotations\"] if a[\"deleted\"] == True])}')\n", + "\n", + "# Annotations that have been marked terminated - (dark red)\n", + "print(f'# Correct Annotations: {len([a for d in proj[\"documents\"] for a in d[\"annotations\"] if a[\"killed\"] == True])}')\n", + "\n", + "# Annotations that have been marked alternative - (turquoise)\n", + "print(f'# Correct Annotations: {len([a for d in proj[\"documents\"] for a in d[\"annotations\"] if a[\"alternative\"] == True])}')\n", + "\n", + "# Annotations that have been manually created via right-click - 'Add Annotation', these will also be 'correct' == True\n", + "print(f'# Correct Annotations: {len([a for d in proj[\"documents\"] for a in d[\"annotations\"] if a[\"manually_created\"] == True])}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Meta Annotations \n", + "Each Meta Annotation will have the names of the task and associated values you've previously selected.\n", + "In this case we have: 'Negation' and 'Skip'" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "## Correct Annotations that are Correct and Meta Annotation Temporarilty - Present, Experiencer - Patient" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Negation': {'name': 'Negation',\n", + " 'value': 'No',\n", + " 'acc': 1.0,\n", + " 'validated': True},\n", + " 'Skip': {'name': 'Skip', 'value': 'Yes', 'acc': 1.0, 'validated': True}}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "proj['documents'][1]['annotations'][2]['meta_anns']" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " doc_name anno_value cui\n", + "0 Psych Text 1 psychopathology C0004936\n", + "1 Psych Text 1 constipated C0009806\n", + "2 Psych Text 1 depression C0011570\n", + "3 Psych Text 1 depression C0011570\n", + "4 Psych Text 1 fatigued C0015672" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "annos = []\n", + "for doc in proj['documents']:\n", + " for a in doc['annotations']:\n", + " meta_anns = a['meta_anns']\n", + " if a['correct'] == True and len(meta_anns) != 0:\n", + " # meta_anns are a list of dictionaries, each dict is a meta annotation. Order is not neccessarily consistent\n", + " negation = meta_anns['Negation']\n", + " skip = meta_anns['Skip']\n", + " if negation['value'] == 'No' and skip['value'] == 'Yes':\n", + " # pull out the doc_name, the text span value, and the concept\n", + " annos.append({'doc_name': doc['name'], 'anno_value': a['value'], 'cui': a['cui']})\n", + "# make DataFrame\n", + "df = pd.DataFrame(annos)\n", + "df.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparing a Second (or More) set of Annotations\n", + "Often we'll dual annotate projects and compute metrics to develop a gold standard.\n", + "- We'll compute metrics such [Inter Annotator Agreement (IIA)](https://en.wikipedia.org/wiki/Inter-rater_reliability) and [Cohen's Kappa](https://en.wikipedia.org/wiki/Cohen%27s_kappa).\n", + "- Metrics can be output for each concept for the concept recognition+linking tasks.\n", + "- For tasks with only a handful of concept filters we can compute the meta annotation task agreement, but often we will not have enough annotatinos for any meaningful. Instead we can group all meta annotations together to compute scores." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import cohen_kappa_score" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'id': 46102,\n", + " 'user': 'admin',\n", + " 'cui': 'C1656589',\n", + " 'value': 'oppositional defiant disorder',\n", + " 'start': 9593,\n", + " 'end': 9622,\n", + " 'validated': True,\n", + " 'correct': False,\n", + " 'deleted': True,\n", + " 'alternative': False,\n", + " 'killed': False,\n", + " 'last_modified': '2020-05-22 10:33:23.830587+00:00',\n", + " 'manually_created': False,\n", + " 'acc': 0.392611944253081,\n", + " 'meta_anns': {}}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "proj['documents'][0]['annotations'][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def anno_state(anno):\n", + " if anno['deleted']:\n", + " return 'del'\n", + " if anno['alternative']:\n", + " return 'alt'\n", + " if anno['killed']:\n", + " return 'kil'\n", + " if anno['manually_created']:\n", + " return 'man'\n", + " return 'cor'" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# Concept Recognition + Linking Agreement per CUI across 2 projects" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# only take documents completed by both\n", + "shared_docs = set([d['id'] for d in projs[0]['documents']]) & set([d['id'] for d in projs[1]['documents']])\n", + "projs[0]['documents'] = [d for d in projs[0]['documents'] if d['id'] in shared_docs]\n", + "projs[1]['documents'] = [d for d in projs[1]['documents'] if d['id'] in shared_docs]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# project 1 annos\n", + "proj1_annos_cuis = {f'{d[\"id\"]}:{a[\"start\"]}': a['cui'] for d in projs[0]['documents'] for a in d['annotations']}\n", + "proj1_annos_states = {f'{d[\"id\"]}:{a[\"start\"]}': anno_state(a) for d in projs[0]['documents'] for a in d['annotations']}\n", + "# project 2 annos\n", + "proj2_annos_cuis = {f'{d[\"id\"]}:{a[\"start\"]}': a['cui'] for d in projs[1]['documents'] for a in d['annotations']}\n", + "proj2_annos_states = {f'{d[\"id\"]}:{a[\"start\"]}': anno_state(a) for d in projs[1]['documents'] for a in d['annotations']}" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "all_cuis = set(proj1_annos_cuis.values()) | set(proj2_annos_cuis.values())" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "cui_ck = {}\n", + "for cui in all_cuis:\n", + " cui_tuples = []\n", + " p1 = {k:v for k,v in proj1_annos_cuis.items() if v == cui}\n", + " p2 = {k:v for k,v in proj2_annos_cuis.items() if v == cui}\n", + " for anno_key in set(p1.keys()) | set(p2.keys()):\n", + " cui_tuples.append((proj1_annos_states.get(anno_key, 'na'), proj2_annos_states.get(anno_key, 'na')))\n", + " cui_ck[cui] = cui_tuples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## IIA Per CUI" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "iia_per_cui = {cui: (len([i for i in v if i[0] == i[1]]) / len(v)) * 100 for cui, v in cui_ck.items()}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cohen's Kappa Per CUI\n", + "Note: for cuis with only one label it can be " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ubuntu/anaconda3/envs/cattrainer/lib/python3.8/site-packages/sklearn/metrics/_classification.py:620: RuntimeWarning: invalid value encountered in true_divide\n", + " k = np.sum(w_mat * confusion) / np.sum(w_mat * expected)\n" + ] + } + ], + "source": [ + "cohens_kappa_per_cui = {k: cohen_kappa_score([i[0] for i in v], [i[1] for i in v]) for k,v in cui_ck.items()}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Meta Annotation\n", + "- Group all annos together for each task and compute IIA, CK" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# project 1 meta annos\n", + "proj1_meta_annos_neg = {f'{d[\"id\"]}:{a[\"start\"]}': a['meta_anns'].get('Negation', {'value': 'na'})['value'] for d in projs[0]['documents'] for a in d['annotations']}\n", + "proj1_meta_annos_skip = {f'{d[\"id\"]}:{a[\"start\"]}': a['meta_anns'].get('Skip', {'value': 'na'})['value'] for d in projs[0]['documents'] for a in d['annotations']}\n", + "# project 2 meta annos\n", + "proj2_meta_annos_neg = {f'{d[\"id\"]}:{a[\"start\"]}': a['meta_anns'].get('Negation', {'value': 'na'})['value'] for d in projs[1]['documents'] for a in d['annotations']}\n", + "proj2_meta_annos_skip = {f'{d[\"id\"]}:{a[\"start\"]}': a['meta_anns'].get('Skip', {'value': 'na'})['value'] for d in projs[1]['documents'] for a in d['annotations']}" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [], + "source": [ + "# remove na examples, these would be incorret or terminated exampels that have no meta anno value.\n", + "def remove_na(meta_annos_dict):\n", + " return {k:v for k,v in meta_annos_dict.items() if v != 'na'}\n", + "proj1_meta_annos_neg = remove_na(proj1_meta_annos_neg)\n", + "proj1_meta_annos_skip = remove_na(proj1_meta_annos_skip)\n", + "proj2_meta_annos_neg = remove_na(proj2_meta_annos_neg)\n", + "proj2_meta_annos_skip = remove_na(proj2_meta_annos_skip)" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [], + "source": [ + "# Take meta annos from each project and combine across projects,\n", + "# - A more strict measure: defaulting to 'na' if there is no appropriate meta anno in the 'other' project, to use this one swap '&' (intersection) with \"|\" a union.\n", + "# - A more fair measure: removing the instance where there was no meta anno in the other project. We use this one below.\n", + "neg_annos = []\n", + "for anno_key in set(proj1_meta_annos_neg.keys()) & set(proj2_meta_annos_neg.keys()):\n", + " neg_annos.append((proj1_meta_annos_neg.get(anno_key, 'na'), proj2_meta_annos_neg.get(anno_key, 'na')))\n", + "\n", + "skip_annos = []\n", + "for anno_key in set(proj1_meta_annos_skip.keys()) & set(proj2_meta_annos_skip.keys()):\n", + " skip_annos.append(((proj1_meta_annos_skip.get(anno_key, 'na')), proj2_meta_annos_skip.get(anno_key, 'na')))" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "iia neg: 100.0\n", + "iia skip: 100.0\n" + ] + } + ], + "source": [ + "iia_neg = (len([a for a in neg_annos if a[0] == a[1]]) / len(neg_annos)) * 100\n", + "print('iia neg:', iia_neg)\n", + "iia_skip = (len([a for a in skip_annos if a[0] == a[1]]) / len(skip_annos)) * 100\n", + "print('iia skip:', iia_skip)" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cohen's kappa neg: nan\n", + "cohen's kappa skip: nan\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/tom/anaconda3/envs/cattrainer/lib/python3.7/site-packages/sklearn/metrics/_classification.py:604: RuntimeWarning: invalid value encountered in true_divide\n", + " k = np.sum(w_mat * confusion) / np.sum(w_mat * expected)\n" + ] + } + ], + "source": [ + "ck_neg = cohen_kappa_score([v[0] for v in neg_annos], [v[1] for v in neg_annos])\n", + "print(\"cohen's kappa neg:\", ck_neg)\n", + "ck_skip = cohen_kappa_score([v[0] for v in skip_annos], [v[1] for v in skip_annos])\n", + "print(\"cohen's kappa skip:\", ck_skip)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have 'nan's here as there are no other values exist in the intersection of values so cohen's kappa is undefined. We can report 100% IIA though!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Uploading Annotations\n", + "This is useful if annotations have been exported, and need to be systematically modified or if a new instance of Trainer is required to be used for further annotations\n", + "\n", + "This will use the previously exported trainer download" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [], + "source": [ + "project_data = json.load(open('trainer_export.json'))" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [], + "source": [ + "# filter out project data that is empty" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [], + "source": [ + "project_data['projects'] = [p for p in project_data['projects'] if len(p['documents']) > 0 ]" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'id': 68,\n", + " 'name': 'Top level Concept Annos (Diseases / Symptoms / Findings) (Clone)'},\n", + " {'id': 69,\n", + " 'name': 'Chevron test - UMLS (Diseases / Symptoms / Findings) (Clone)'},\n", + " {'id': 70,\n", + " 'name': 'Example Annotation Project - UMLS (Diseases / Symptoms / Findings) '\n", + " '(Clone)'},\n", + " {'id': 71, 'name': 'Example Annotation Project - SNOMED CT All (Clone)'}]\n" + ] + } + ], + "source": [ + "# current projects projects\n", + "resp = json.loads(requests.get(f'{URL}/api/project-annotate-entities/', headers=headers).text)['results']\n", + "pprint([{'id': r['id'], 'name': r['name']} for r in resp])" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [], + "source": [ + "# upload previoulsy exported projects\n", + "resp = requests.post(f'{URL}/api/upload-deployment/', json=project_data).text" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\"successfully uploaded\"\n" + ] + } + ], + "source": [ + "print(resp)" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'id': 68,\n", + " 'name': 'Top level Concept Annos (Diseases / Symptoms / Findings) (Clone)'},\n", + " {'id': 69,\n", + " 'name': 'Chevron test - UMLS (Diseases / Symptoms / Findings) (Clone)'},\n", + " {'id': 70,\n", + " 'name': 'Example Annotation Project - UMLS (Diseases / Symptoms / Findings) '\n", + " '(Clone)'},\n", + " {'id': 71, 'name': 'Example Annotation Project - SNOMED CT All (Clone)'},\n", + " {'id': 81,\n", + " 'name': 'Chevron test - UMLS (Diseases / Symptoms / Findings) (Clone) '\n", + " 'IMPORTED'},\n", + " {'id': 82,\n", + " 'name': 'Example Annotation Project - UMLS (Diseases / Symptoms / Findings) '\n", + " '(Clone) IMPORTED'}]\n" + ] + } + ], + "source": [ + "# to show the newly uploaded projects\n", + "resp = json.loads(requests.get(f'{URL}/api/project-annotate-entities/', headers=headers).text)['results']\n", + "pprint([{'id': r['id'], 'name': r['name']} for r in resp])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:cattrainer]", + "language": "python", + "name": "conda-env-cattrainer-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/v1/medcat-trainer/notebook_docs/Train_MedCAT_Models.ipynb b/v1/medcat-trainer/notebook_docs/Train_MedCAT_Models.ipynb new file mode 100644 index 000000000..c89e352a5 --- /dev/null +++ b/v1/medcat-trainer/notebook_docs/Train_MedCAT_Models.ipynb @@ -0,0 +1,1724 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Given a MedCATtrainer Export\n", + "- We can re-train, cross validate and save down a new MedCAT model" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T11:27:17.606576Z", + "start_time": "2020-09-08T11:27:17.585786Z" + } + }, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: medcat in /home/ubuntu/anaconda3/envs/cattrainer/lib/python3.8/site-packages (0.3.8.0)\n", + "Requirement already satisfied: scipy~=1.4 in /home/ubuntu/anaconda3/envs/cattrainer/lib/python3.8/site-packages (from medcat) (1.5.2)\n", + "Requirement already satisfied: gensim~=3.7 in 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(2.8)\n", + "Building wheels for collected packages: en-core-sci-md\n", + " Building wheel for en-core-sci-md (setup.py) ... \u001b[?25ldone\n", + "\u001b[?25h Created wheel for en-core-sci-md: filename=en_core_sci_md-0.2.5-cp38-none-any.whl size=79962016 sha256=695ef7e15c43fc8d9f6f628d7a432349cec859d6fc0c72f4b78aca0b0c16ba5b\n", + " Stored in directory: /home/ubuntu/.cache/pip/wheels/b8/ce/53/ed583ce748006061c2643822e610e36be61cb000d55e12180f\n", + "Successfully built en-core-sci-md\n", + "\u001b[31mERROR: medcat 0.3.8.0 has requirement spacy==2.2.4, but you'll have spacy 2.3.2 which is incompatible.\u001b[0m\n", + "Installing collected packages: thinc, spacy\n", + " Found existing installation: thinc 7.4.0\n", + " Uninstalling thinc-7.4.0:\n", + " Successfully uninstalled thinc-7.4.0\n", + " Found existing installation: spacy 2.2.4\n", + " Uninstalling spacy-2.2.4:\n", + " Successfully uninstalled spacy-2.2.4\n", + "Successfully installed spacy-2.3.2 thinc-7.4.1\n", + "Requirement 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https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.2.5/en_core_sci_md-0.2.5.tar.gz\n", + "# ipywidgets\n", + "!pip install ipywidgets" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T11:27:34.270631Z", + "start_time": "2020-09-08T11:27:23.550151Z" + } + }, + "outputs": [], + "source": [ + "from medcat.cat import CAT\n", + "from medcat.cdb import CDB\n", + "from medcat.utils.vocab import Vocab" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T11:27:34.322602Z", + "start_time": "2020-09-08T11:27:34.300987Z" + } + }, + "outputs": [], + "source": [ + "# insert your own model paths\n", + "cdb_path = ''\n", + "vocab_path = ''" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--2020-09-08 11:05:41-- https://zkcl.s3-eu-west-1.amazonaws.com/embeddings.npy\n", + "Resolving zkcl.s3-eu-west-1.amazonaws.com (zkcl.s3-eu-west-1.amazonaws.com)... 52.218.53.171\n", + "Connecting to zkcl.s3-eu-west-1.amazonaws.com (zkcl.s3-eu-west-1.amazonaws.com)|52.218.53.171|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 38162528 (36M) [application/x-www-form-urlencoded]\n", + "Saving to: ‘./data/embeddings.npy.1’\n", + "\n", + "embeddings.npy.1 100%[===================>] 36.39M 29.6MB/s in 1.2s \n", + "\n", + "2020-09-08 11:05:43 (29.6 MB/s) - ‘./data/embeddings.npy.1’ saved [38162528/38162528]\n", + "\n", + "--2020-09-08 11:05:43-- https://zkcl.s3-eu-west-1.amazonaws.com/medmen-merges.txt\n", + "Resolving zkcl.s3-eu-west-1.amazonaws.com (zkcl.s3-eu-west-1.amazonaws.com)... 52.218.53.171\n", + "Connecting to zkcl.s3-eu-west-1.amazonaws.com (zkcl.s3-eu-west-1.amazonaws.com)|52.218.53.171|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 152931 (149K) [text/plain]\n", + "Saving to: ‘./data/medmen-merges.txt.1’\n", + "\n", + "medmen-merges.txt.1 100%[===================>] 149.35K --.-KB/s in 0.07s \n", + "\n", + "2020-09-08 11:05:43 (2.11 MB/s) - ‘./data/medmen-merges.txt.1’ saved [152931/152931]\n", + "\n", + "--2020-09-08 11:05:43-- https://zkcl.s3-eu-west-1.amazonaws.com/medmen-vocab.json\n", + "Resolving zkcl.s3-eu-west-1.amazonaws.com (zkcl.s3-eu-west-1.amazonaws.com)... 52.218.53.171\n", + "Connecting to zkcl.s3-eu-west-1.amazonaws.com (zkcl.s3-eu-west-1.amazonaws.com)|52.218.53.171|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 254017 (248K) [application/json]\n", + "Saving to: ‘./data/medmen-vocab.json.1’\n", + "\n", + "medmen-vocab.json.1 100%[===================>] 248.06K --.-KB/s in 0.05s \n", + "\n", + "2020-09-08 11:05:43 (5.24 MB/s) - ‘./data/medmen-vocab.json.1’ saved [254017/254017]\n", + "\n", + "--2020-09-08 11:05:43-- https://s3-eu-west-1.amazonaws.com/zkcl/vocab.dat\n", + "Resolving s3-eu-west-1.amazonaws.com (s3-eu-west-1.amazonaws.com)... 52.218.88.51\n", + "Connecting to s3-eu-west-1.amazonaws.com (s3-eu-west-1.amazonaws.com)|52.218.88.51|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 274445907 (262M) [application/x-www-form-urlencoded]\n", + "Saving to: ‘./data/vocab.dat.1’\n", + "\n", + "vocab.dat.1 100%[===================>] 261.73M 36.6MB/s in 7.3s \n", + "\n", + "2020-09-08 11:05:51 (35.9 MB/s) - ‘./data/vocab.dat.1’ saved [274445907/274445907]\n", + "\n", + "--2020-09-08 11:05:51-- https://s3-eu-west-1.amazonaws.com/zkcl/cdb-medmen.dat\n", + "Resolving s3-eu-west-1.amazonaws.com (s3-eu-west-1.amazonaws.com)... 52.218.85.43\n", + "Connecting to s3-eu-west-1.amazonaws.com (s3-eu-west-1.amazonaws.com)|52.218.85.43|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 180335834 (172M) [application/x-www-form-urlencoded]\n", + "Saving to: ‘./data/cdb-medmen.dat.1’\n", + "\n", + "cdb-medmen.dat.1 7%[> ] 12.10M 12.0MB/s ^C\n" + ] + } + ], + "source": [ + "# example_models\n", + "# meta anno model: tokeniser models trained the github MedCAT tutorials\n", + "# https://colab.research.google.com/drive/1rxzBZCTDcqsIjRXZ3u4yRZFOkUCCuwyy\n", + "!wget https://zkcl.s3-eu-west-1.amazonaws.com/embeddings.npy -P ./data/\n", + "!wget https://zkcl.s3-eu-west-1.amazonaws.com/medmen-merges.txt -P ./data/\n", + "!wget https://zkcl.s3-eu-west-1.amazonaws.com/medmen-vocab.json -P ./data/\n", + "\n", + "# Get MedCAT models\n", + "!wget https://s3-eu-west-1.amazonaws.com/zkcl/vocab.dat -P ./data/\n", + "!wget https://s3-eu-west-1.amazonaws.com/zkcl/cdb-medmen.dat -P ./data/" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T11:27:34.434536Z", + "start_time": "2020-09-08T11:27:34.356662Z" + } + }, + "outputs": [], + "source": [ + "cdb_path = './data/cdb-medmen.dat'\n", + "vocab_path = './data/vocab.dat'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T11:27:59.782731Z", + "start_time": "2020-09-08T11:27:34.464792Z" + } + }, + "outputs": [], + "source": [ + "cdb = CDB()\n", + "cdb.load_dict(cdb_path)\n", + "vocab = Vocab()\n", + "vocab.load_dict(vocab_path)\n", + "cat = CAT(cdb, vocab)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T11:37:38.546552Z", + "start_time": "2020-09-08T11:37:21.876749Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Stats project', max=2.0, style=ProgressStyle(description_…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Stats document', max=2.0, style=ProgressStyle(description…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Stats document', max=3.0, style=ProgressStyle(description…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + "Epoch: 0, Prec: 0.36538461538461536, Rec: 0.8444444444444444, F1: 0.6049145299145299\n", + "\n", + "Docs with false positives: Psych Text 1; Psych Text 2\n", + "\n", + "Docs with false negatives: Psych Text 1; Psych Text 2\n", + "\n", + "\n", + "\n", + "False Positives\n", + "\n", + "patient - N-00123 - 23\n", + "DIABETIC RETINOPATHY - C0011884 - 6\n", + "spectrum disorder - C0004936 - 6\n", + "constipation - C0009806 - 5\n", + "drug use - C0242510 - 4\n", + "psychiatric symptoms - C0233401 - 3\n", + "disease - C0012634 - 3\n", + "Alcohol Problems - C0549393 - 2\n", + "abnormal behaviors - C0233514 - 2\n", + "disruptive behaviour disorder - C0012734 - 2\n", + "\n", + "\n", + "False Negatives\n", + "\n", + "acute ischemic stroke - C0948008 - 4\n", + "depressive - C0011570 - 2\n", + "spectrum disorder - C0004936 - 1\n", + "\n", + "\n", + "True Positives\n", + "\n", + "symptoms - C1457887 - 11\n", + "DIABETIC RETINOPATHY - C0011884 - 4\n", + "acute ischemic stroke - C0948008 - 4\n", + "depressive - C0011570 - 4\n", + "disease - C0012634 - 3\n", + "posttraumatic stress symptoms - C0038436 - 2\n", + "ADHD - C1263846 - 2\n", + "heart diseases - C0018799 - 2\n", + "constipation - C0009806 - 1\n", + "drug use - C0242510 - 1\n", + "**************************************************************************************************************\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Epoch', max=1.0, style=ProgressStyle(description_width='i…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Project', max=2.0, style=ProgressStyle(description_width=…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, 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description='Stats document', max=2.0, style=ProgressStyle(description…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Stats document', max=3.0, style=ProgressStyle(description…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 1, Prec: 0.35514018691588783, Rec: 0.8444444444444444, F1: 0.5997923156801661\n", + "\n", + "Docs with false positives: Psych Text 1; Psych Text 2\n", + "\n", + "Docs with false negatives: Psych Text 1; Psych Text 2\n", + "\n", + "\n", + "\n", + "False Positives\n", + "\n", + "patient - N-00123 - 37\n", + "spectrum disorder - C0004936 - 10\n", + "psychiatric symptoms - C0233401 - 3\n", + "constipation - C0009806 - 3\n", + "Alcohol Problems - C0549393 - 2\n", + "disruptive behaviour disorder - C0012734 - 2\n", + "oppositional defiant disorder - C1656589 - 2\n", + "acute ischemic stroke - C0948008 - 2\n", + "drug use - C0242510 - 2\n", + "heart diseases - C0018799 - 2\n", + "\n", + "\n", + "False Negatives\n", + "\n", + "acute ischemic stroke - C0948008 - 4\n", + "depressive - C0011570 - 2\n", + "disease - C0012634 - 1\n", + "\n", + "\n", + "True Positives\n", + "\n", + "symptoms - C1457887 - 11\n", + "DIABETIC RETINOPATHY - C0011884 - 4\n", + "acute ischemic stroke - C0948008 - 4\n", + "depressive - C0011570 - 4\n", + "posttraumatic stress symptoms - C0038436 - 2\n", + "ADHD - C1263846 - 2\n", + "spectrum disorder - C0004936 - 2\n", + "disease - C0012634 - 2\n", + "heart diseases - C0018799 - 2\n", + "constipation - C0009806 - 1\n", + "**************************************************************************************************************\n", + "\n", + "\r" + ] + }, + { + "data": { + "text/plain": [ + "({'N-00123': 37,\n", + " 'C0004936': 10,\n", + " 'C0233401': 3,\n", + " 'C0009806': 3,\n", + " 'C0549393': 2,\n", + " 'C0012734': 2,\n", + " 'C1656589': 2,\n", + " 'C0948008': 2,\n", + " 'C0242510': 2,\n", + " 'C0018799': 2,\n", + " 'C0011884': 2,\n", + " 'C0015672': 1,\n", + " 'C1457887': 1},\n", + " {'C0948008': 4, 'C0011570': 2, 'C0012634': 1},\n", + " {'C1457887': 11,\n", + " 'C0011884': 4,\n", + " 'C0948008': 4,\n", + " 'C0011570': 4,\n", + " 'C0038436': 2,\n", + " 'C1263846': 2,\n", + " 'C0004936': 2,\n", + " 'C0012634': 2,\n", + " 'C0018799': 2,\n", + " 'C0009806': 1,\n", + " 'C0242510': 1,\n", + " 'C0015672': 1,\n", + " 'C0233401': 1,\n", + " 'N-00123': 1},\n", + " {'C1457887': 0.9166666666666666,\n", + " 'C0011884': 0.6666666666666666,\n", + " 'C0948008': 0.6666666666666666,\n", + " 'C0011570': 1.0,\n", + " 'C0038436': 1.0,\n", + " 'C1263846': 1.0,\n", + " 'C0004936': 0.16666666666666666,\n", + " 'C0012634': 1.0,\n", + " 'C0018799': 0.5,\n", + " 'C0009806': 0.25,\n", + " 'C0242510': 0.3333333333333333,\n", + " 'C0015672': 0.5,\n", + " 'C0233401': 0.25,\n", + " 'N-00123': 0.02631578947368421},\n", + " {'C1457887': 1.0,\n", + " 'C0011884': 1.0,\n", + " 'C0948008': 0.5,\n", + " 'C0011570': 0.6666666666666666,\n", + " 'C0038436': 1.0,\n", + " 'C1263846': 1.0,\n", + " 'C0004936': 1.0,\n", + " 'C0012634': 0.6666666666666666,\n", + " 'C0018799': 1.0,\n", + " 'C0009806': 1.0,\n", + " 'C0242510': 1.0,\n", + " 'C0015672': 1.0,\n", + " 'C0233401': 1.0,\n", + " 'N-00123': 1.0},\n", + " {'C1457887': 0.9583333333333333,\n", + " 'C0011884': 0.8333333333333333,\n", + " 'C0948008': 0.5833333333333333,\n", + " 'C0011570': 0.8333333333333333,\n", + " 'C0038436': 1.0,\n", + " 'C1263846': 1.0,\n", + " 'C0004936': 0.5833333333333334,\n", + " 'C0012634': 0.8333333333333333,\n", + " 'C0018799': 0.75,\n", + " 'C0009806': 0.625,\n", + " 'C0242510': 0.6666666666666666,\n", + " 'C0015672': 0.75,\n", + " 'C0233401': 0.625,\n", + " 'N-00123': 0.5131578947368421},\n", + " {'C1656589': 2,\n", + " 'C0012734': 2,\n", + " 'C0233401': 4,\n", + " 'C0233514': 2,\n", + " 'C0549393': 2,\n", + " 'C0004936': 5,\n", + " 'C0009806': 6,\n", + " 'C0021167': 2,\n", + " 'C0011570': 13,\n", + " 'C0015672': 4,\n", + " 'C1457887': 12,\n", + " 'C0012634': 9,\n", + " 'C0948008': 15,\n", + " 'C0085762': 2,\n", + " 'C0018799': 4,\n", + " 'C0038436': 2,\n", + " 'C1263846': 2,\n", + " 'C0242510': 3,\n", + " 'C0011884': 8,\n", + " 'N-00123': 1},\n", + " {'fp': {'N-00123': [{'text': '\\nREASON FOR REFERRAL: The patient was referred to me by Dr. X of the Clinic due to concerns r',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5472404361613998,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': ': Mother reported that her primary concern in regard to the patient had to do with his oppositionality. She was more ambivalent',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.9999966838099438,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 's and things do not go well.\\n\\nDEVELOPMENTAL BACKGROUND: The patient was reported to be the 8 pound 12 ounce product of a planne',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5532864297857628,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'fe. He currently is taking MiraLax.\\n\\nFAMILY BACKGROUND: The patient lives with his mother who is age 37, and is primarily a hom',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.6040666923302607,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'father was in Arkansas, grandmother lives in Dos Palos. The patient does not see his grandfather. Mother stated that her relati',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.42350203252318674,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'ering with his parenting, that she steps in and defends The patient. It was reported that mother stated that she tries the pare',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.4832092996461273,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'e does not follow through. Mother reported that she and the patient are very much alike in temperament, and this has made thing',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.671551949403553,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'd not ignore. There was reported to be jealousy between The patient and his brother, B. B evidently has some heart problems and',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.589267539211561,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': ' more attention in terms of his medical needs, and that the patient is very jealous of that attention and feels that B is favor',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.6120513410581931,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'and feels that B is favored and that he get things that The patient does not get, and that there is some tension between the br',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5449096026356579,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'ween the brothers. They do play well together; however, The patient does tend to be somewhat intrusive, gets in his space, and ',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5420254137730696,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'as treatment rendered or advised. This was explained to the patient, he appeared to understand, and agreed to continue.\\n\\nIDENTI',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.7253207865531603,\n", + " 'project index': 0,\n", + " 'document inedex': 1},\n", + " {'text': \"to communication. The information gathered was based on the patient's self-report and objective testing and observation. His at\",\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.43483201471764166,\n", + " 'project index': 0,\n", + " 'document inedex': 1},\n", + " {'text': '\\nREASON FOR REFERRAL: The patient was referred to me by Dr. X of the Clinic due to concerns r',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5472404361613998,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 's and things do not go well.\\n\\nDEVELOPMENTAL BACKGROUND: The patient was reported to be the 8 pound 12 ounce product of a planne',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5532864297857628,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'fe. He currently is taking MiraLax.\\n\\nFAMILY BACKGROUND: The patient lives with his mother who is age 37, and is primarily a hom',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.6040666923302607,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'father was in Arkansas, grandmother lives in Dos Palos. The patient does not see his grandfather. Mother stated that her relati',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.42350203252318674,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'ering with his parenting, that she steps in and defends The patient. It was reported that mother stated that she tries the pare',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.4832092996461273,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'e does not follow through. Mother reported that she and the patient are very much alike in temperament, and this has made thing',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.671551949403553,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'd not ignore. There was reported to be jealousy between The patient and his brother, B. B evidently has some heart problems and',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.589267539211561,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': ' more attention in terms of his medical needs, and that the patient is very jealous of that attention and feels that B is favor',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.6120513410581931,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'and feels that B is favored and that he get things that The patient does not get, and that there is some tension between the br',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5449096026356579,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'ween the brothers. They do play well together; however, The patient does tend to be somewhat intrusive, gets in his space, and ',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5420254137730696,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'as treatment rendered or advised. This was explained to the patient, he appeared to understand, and agreed to continue.\\n\\nIDENTI',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.7253207865531603,\n", + " 'project index': 1,\n", + " 'document inedex': 1},\n", + " {'text': \"to communication. The information gathered was based on the patient's self-report and objective testing and observation. His at\",\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.43483201471764166,\n", + " 'project index': 1,\n", + " 'document inedex': 1},\n", + " {'text': '\\nREASON FOR REFERRAL: The patient was referred to me by Dr. X of the Hospitalist Service at C',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5283311726903505,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': 'siderable stress. First of all, it should be noted that the patient is developmentally delayed. Although she is 17 years old, s',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.4746482211315399,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': 'tes at about a fourth grade level. Mother reported that The patient becomes stressed because she thinks that everyone is agains',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.534865953069171,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': ' saying and thinks that they are upset. It is reported, the patient feels that her mother yells at her, and that is mad at her ',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.6045076382202238,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': 'e of deep breaths, and that passes. It is reported that the patient has \"always been this way\" and that is not a change in her ',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.539655647752385,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': 'eriod were reported. Temperament was described as easy. The patient is described as a cuddly baby. In terms of serious injuries',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5128807868205427,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': \"ve any developmental delays. Mother had been married to the patient's father, but they were together as a couple beginning 1990\",\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5753557663354744,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': \"ay's, and Friday's, but she does have the weekends off. The patient was reported also to have a job through her school on sever\",\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5683816756271438,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': 'e family was denied.\\n\\nSOCIAL HISTORY: She reported that the patient feels like she does not have any friends, that she is lonel',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5474165077033848,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': \"ther reported that the terminology most often used with the patient was developmental delay. Her counselor's name is Mr. XYZ, b\",\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.4851883822659569,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': 'at she does not seem to understand. It is reported that the patient feels that she has no friends at school that she is lonely,',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.5300804533979124,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': 'are not true seizures, but appear to be pseudoseizures. The patient is experiencing quite bit of stress with a lot of changes i',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.48700989852026033,\n", + " 'project index': 1,\n", + " 'document inedex': 2}],\n", + " 'C0549393': [{'text': 'No learning problems, no psychological problems, no drug or alcohol problems are reported. In terms of extended family, maternal grandmo',\n", + " 'cui': 'C0549393',\n", + " 'source value': 'alcohol problems',\n", + " 'acc': 0.2641167376667131,\n", + " 'project index': 0,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': 'No learning problems, no psychological problems, no drug or alcohol problems are reported. In terms of extended family, maternal grandmo',\n", + " 'cui': 'C0549393',\n", + " 'source value': 'alcohol problems',\n", + " 'acc': 0.2641167376667131,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True}],\n", + " 'C0233401': [{'text': 'ernal great grandfather have a history of depression. Other psychiatric symptoms were denied in the family.\\n\\nMother reported that the marria',\n", + " 'cui': 'C0233401',\n", + " 'source value': 'psychiatric symptoms',\n", + " 'acc': 0.24826490985627295,\n", + " 'project index': 0,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': 'ernal great grandfather have a history of depression. Other psychiatric symptoms were denied in the family.\\n\\nMother reported that the marria',\n", + " 'cui': 'C0233401',\n", + " 'source value': 'psychiatric symptoms',\n", + " 'acc': 0.24826490985627295,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': 'ell as psychotherapy. At this time, the excessive amount of psychiatric symptoms would impede Mr. T from seeking employment. Furthermore, it',\n", + " 'cui': 'C0233401',\n", + " 'source value': 'psychiatric symptoms',\n", + " 'acc': 0.47270168276497093,\n", + " 'project index': 1,\n", + " 'document inedex': 1,\n", + " 'real_fp': True}],\n", + " 'C0009806': [{'text': 'ON: My impression is that the patient has a long history of constipation and impaction, which has been treated medically, but it wou',\n", + " 'cui': 'C0009806',\n", + " 'source value': 'constipation',\n", + " 'acc': 0.2082175422188805,\n", + " 'project index': 0,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': 'that is not consistent. Mother believes that he is probably constipated or impacted again. He refuses to eat any fiber. In regards ',\n", + " 'cui': 'C0009806',\n", + " 'source value': 'constipated',\n", + " 'acc': 0.3293009898417058,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': 'ON: My impression is that the patient has a long history of constipation and impaction, which has been treated medically, but it wou',\n", + " 'cui': 'C0009806',\n", + " 'source value': 'constipation',\n", + " 'acc': 0.2082175422188805,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True}],\n", + " 'C0012734': [{'text': 'ncopresis. The patient clearly qualifies for a diagnosis of disruptive behavior disorder, not otherwise specified, and possibly oppositional defiant',\n", + " 'cui': 'C0012734',\n", + " 'source value': 'disruptive behavior disorder',\n", + " 'acc': 0.5188153848991972,\n", + " 'project index': 0,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': 'ncopresis. The patient clearly qualifies for a diagnosis of disruptive behavior disorder, not otherwise specified, and possibly oppositional defiant',\n", + " 'cui': 'C0012734',\n", + " 'source value': 'disruptive behavior disorder',\n", + " 'acc': 0.5188153848991972,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True}],\n", + " 'C1656589': [{'text': 've behavior disorder, not otherwise specified, and possibly oppositional defiant disorder. It would appear that mother needs help in her parenting, a',\n", + " 'cui': 'C1656589',\n", + " 'source value': 'oppositional defiant disorder',\n", + " 'acc': 0.2958425282198353,\n", + " 'project index': 0,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': 've behavior disorder, not otherwise specified, and possibly oppositional defiant disorder. It would appear that mother needs help in her parenting, a',\n", + " 'cui': 'C1656589',\n", + " 'source value': 'oppositional defiant disorder',\n", + " 'acc': 0.2958425282198353,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True}],\n", + " 'C0004936': [{'text': ' appeared approximately two months ago.\\n\\nHISTORY OF PRESENT ILLNESS: On March 25, 2003, Mr. T was fired from his job secondary,',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'ILLNESS',\n", + " 'acc': 0.47487681037033896,\n", + " 'project index': 0,\n", + " 'document inedex': 1},\n", + " {'text': 'e with treatment, and no evidence of antisocial personality disorder.\\n\\nIMPRESSIONS: Major Depressive Disorder, single episode\\n\\nR',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'disorder',\n", + " 'acc': 0.5275874362840111,\n", + " 'project index': 0,\n", + " 'document inedex': 1},\n", + " {'text': 'social personality disorder.\\n\\nIMPRESSIONS: Major Depressive Disorder, single episode\\n\\nRECOMMENDATIONS AND PLAN: I recommend Mr. ',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'Disorder',\n", + " 'acc': 0.3455350717032499,\n", + " 'project index': 0,\n", + " 'document inedex': 1},\n", + " {'text': 'd. ADHD symptoms were denied, as were all other symptoms of psychopathology.\\n\\nIn regards to the encopresis, she reported that he has al',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'psychopathology',\n", + " 'acc': 0.23794721358274204,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': ' appeared approximately two months ago.\\n\\nHISTORY OF PRESENT ILLNESS: On March 25, 2003, Mr. T was fired from his job secondary,',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'ILLNESS',\n", + " 'acc': 0.47487681037033896,\n", + " 'project index': 1,\n", + " 'document inedex': 1},\n", + " {'text': ', and early adulthood for depressive, anxiety, or psychotic disorders. He denied any suicide attempts, or profound suicidal or ho',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'disorders',\n", + " 'acc': 0.6117808973788813,\n", + " 'project index': 1,\n", + " 'document inedex': 1},\n", + " {'text': 'e with treatment, and no evidence of antisocial personality disorder.\\n\\nIMPRESSIONS: Major Depressive Disorder, single episode\\n\\nR',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'disorder',\n", + " 'acc': 0.5275874362840111,\n", + " 'project index': 1,\n", + " 'document inedex': 1},\n", + " {'text': 'social personality disorder.\\n\\nIMPRESSIONS: Major Depressive Disorder, single episode\\n\\nRECOMMENDATIONS AND PLAN: I recommend Mr. ',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'Disorder',\n", + " 'acc': 0.3455350717032499,\n", + " 'project index': 1,\n", + " 'document inedex': 1},\n", + " {'text': 'by. In terms of serious injuries, they were denied. Serious illnesses: She has been diagnosed since age 5 with seizures. Mother w',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'illnesses',\n", + " 'acc': 0.4433241651063592,\n", + " 'project index': 1,\n", + " 'document inedex': 2},\n", + " {'text': 'at the patient best qualifies for a diagnosis of conversion disorder, and information from Neurology suggests that the \"seizure ',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'disorder',\n", + " 'acc': 0.423088564708342,\n", + " 'project index': 1,\n", + " 'document inedex': 2}],\n", + " 'C0948008': [{'text': 'her sometimes thinks that the mother is too easy on him. In regards to symptoms of depression, she denied symptoms of depressio',\n", + " 'cui': 'C0948008',\n", + " 'source value': 'regards',\n", + " 'acc': 0.2362106390803465,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': 'she finds him to be a very stressful child to deal with. In regards to the relationship with the father, it was reported that t',\n", + " 'cui': 'C0948008',\n", + " 'source value': 'regards',\n", + " 'acc': 0.2543183337077788,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True}],\n", + " 'C0242510': [{'text': 'e patient presented in a breech position. Mother denied the use of drugs, alcohol, or tobacco during the pregnancy. No slee',\n", + " 'cui': 'C0242510',\n", + " 'source value': 'use',\n", + " 'acc': 0.5415151393071053,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': 'e biological father allegedly was in jail for a year due to drug possession. Mother reported that he had a problem with meth',\n", + " 'cui': 'C0242510',\n", + " 'source value': 'drug',\n", + " 'acc': 0.42210970697497835,\n", + " 'project index': 1,\n", + " 'document inedex': 2}],\n", + " 'C0015672': [{'text': 'ubborn and gets angry easily also. Mother reported becoming fatigued in her parenting, that she lets him get away with things so',\n", + " 'cui': 'C0015672',\n", + " 'source value': 'fatigued',\n", + " 'acc': 0.3064013556824449,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True}],\n", + " 'C0018799': [{'text': 'etween The patient and his brother, B. B evidently has some heart problems and feeding issues, and because of that, tends to ',\n", + " 'cui': 'C0018799',\n", + " 'source value': 'heart',\n", + " 'acc': 0.3445859892414807,\n", + " 'project index': 1,\n", + " 'document inedex': 0,\n", + " 'real_fp': True},\n", + " {'text': 'italizations, surgeries, or current medications use for any heart disease, lung disease, liver disease, kidney disease, gastrointesti',\n", + " 'cui': 'C0018799',\n", + " 'source value': 'heart disease',\n", + " 'acc': 0.48893815849853467,\n", + " 'project index': 1,\n", + " 'document inedex': 1,\n", + " 'real_fp': True}],\n", + " 'C1457887': [{'text': 'ave hopeless thoughts and crying spells. Mr. T stated these symptoms appeared approximately two months ago.\\n\\nHISTORY OF PRESENT ',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.4124735688339169,\n", + " 'project index': 1,\n", + " 'document inedex': 1,\n", + " 'real_fp': True}],\n", + " 'C0011884': [{'text': \"ions other than a recent visit to Mr. T's family physician, Dr. B at which point Mr. T was placed on Lexapro with an unkno\",\n", + " 'cui': 'C0011884',\n", + " 'source value': 'Dr',\n", + " 'acc': 0.25753479501299037,\n", + " 'project index': 1,\n", + " 'document inedex': 1,\n", + " 'real_fp': True},\n", + " {'text': 'ith an unknown dose at this time. Mr. T is currently seeing Dr. J for psychotherapy where he has been in treatment since A',\n", + " 'cui': 'C0011884',\n", + " 'source value': 'Dr',\n", + " 'acc': 0.28702729946087374,\n", + " 'project index': 1,\n", + " 'document inedex': 1,\n", + " 'real_fp': True}]},\n", + " 'fn': {'C0948008': [{'text': ' denied, as were all other symptoms of psychopathology.\\n\\nIn regards to the encopresis, she reported that he has always soiled, ',\n", + " 'cui': 'C0948008',\n", + " 'source value': 'regards',\n", + " 'acc': 1,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'stipated or impacted again. He refuses to eat any fiber. In regards to what happens when he soils, mother basically takes full ',\n", + " 'cui': 'C0948008',\n", + " 'source value': 'regards',\n", + " 'acc': 1,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'els that this is something he just needs to learn to do. In regards to other issues, she noted that he becomes frustrated quite',\n", + " 'cui': 'C0948008',\n", + " 'source value': 'regards',\n", + " 'acc': 1,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': \" two adopted maternal aunt and uncle, age 18 and age 13. In regards to the father's side of the family, the paternal grandparen\",\n", + " 'cui': 'C0948008',\n", + " 'source value': 'regards',\n", + " 'acc': 1,\n", + " 'project index': 0,\n", + " 'document inedex': 0}],\n", + " 'C0011570': [{'text': 'oughout his childhood, adolescence, and early adulthood for depressive, anxiety, or psychotic disorders. He denied any suicide att',\n", + " 'cui': 'C0011570',\n", + " 'source value': 'depressive',\n", + " 'acc': 1,\n", + " 'project index': 0,\n", + " 'document inedex': 1},\n", + " {'text': 's overly negative and his mood was significant for moderate depression, anxiety, anhedonia and loneliness, and mild evidence of an',\n", + " 'cui': 'C0011570',\n", + " 'source value': 'depression',\n", + " 'acc': 1,\n", + " 'project index': 0,\n", + " 'document inedex': 1}],\n", + " 'C0012634': [{'text': 'e with treatment, and no evidence of antisocial personality disorder.\\n\\nIMPRESSIONS: Major Depressive Disorder, single episode\\n\\nR',\n", + " 'cui': 'C0012634',\n", + " 'source value': 'disorder',\n", + " 'acc': 1,\n", + " 'project index': 0,\n", + " 'document inedex': 1}]},\n", + " 'tp': {'C0011884': [{'text': '\\nREASON FOR REFERRAL: The patient was referred to me by Dr. X of the Clinic due to concerns regarding behavioral actin',\n", + " 'cui': 'C0011884',\n", + " 'source value': 'Dr',\n", + " 'acc': 0.4340862503605942,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': \"ions other than a recent visit to Mr. T's family physician, Dr. B at which point Mr. T was placed on Lexapro with an unkno\",\n", + " 'cui': 'C0011884',\n", + " 'source value': 'Dr',\n", + " 'acc': 0.25753479501299037,\n", + " 'project index': 0,\n", + " 'document inedex': 1},\n", + " {'text': 'ith an unknown dose at this time. Mr. T is currently seeing Dr. J for psychotherapy where he has been in treatment since A',\n", + " 'cui': 'C0011884',\n", + " 'source value': 'Dr',\n", + " 'acc': 0.28702729946087374,\n", + " 'project index': 0,\n", + " 'document inedex': 1},\n", + " {'text': '\\nREASON FOR REFERRAL: The patient was referred to me by Dr. X of the Clinic due to concerns regarding behavioral actin',\n", + " 'cui': 'C0011884',\n", + " 'source value': 'Dr',\n", + " 'acc': 0.4340862503605942,\n", + " 'project index': 1,\n", + " 'document inedex': 0}],\n", + " 'C0948008': [{'text': 'was more ambivalent regarding addressing the encopresis. In regards to his oppositionality, she reported that the onset of his ',\n", + " 'cui': 'C0948008',\n", + " 'source value': 'regards',\n", + " 'acc': 0.29847486773482124,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'her sometimes thinks that the mother is too easy on him. In regards to symptoms of depression, she denied symptoms of depressio',\n", + " 'cui': 'C0948008',\n", + " 'source value': 'regards',\n", + " 'acc': 0.2362106390803465,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'she finds him to be a very stressful child to deal with. In regards to the relationship with the father, it was reported that t',\n", + " 'cui': 'C0948008',\n", + " 'source value': 'regards',\n", + " 'acc': 0.2543183337077788,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'was more ambivalent regarding addressing the encopresis. In regards to his oppositionality, she reported that the onset of his ',\n", + " 'cui': 'C0948008',\n", + " 'source value': 'regards',\n", + " 'acc': 0.29847486773482124,\n", + " 'project index': 1,\n", + " 'document inedex': 0}],\n", + " 'C1457887': [{'text': 'es thinks that the mother is too easy on him. In regards to symptoms of depression, she denied symptoms of depression, noting th',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.8225713484970468,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'sy on him. In regards to symptoms of depression, she denied symptoms of depression, noting that he tends to only become unhappy ',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.8346240487374752,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'a command. She denied any suicidal ideation. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as ',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.7909687632269117,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': '. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as were all other symptoms of psychopathology.',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.6608860624240025,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'SD was denied. ADHD symptoms were denied, as were all other symptoms of psychopathology.\\n\\nIn regards to the encopresis, she repo',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.7533030511234585,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'ave hopeless thoughts and crying spells. Mr. T stated these symptoms appeared approximately two months ago.\\n\\nHISTORY OF PRESENT ',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.4124735688339169,\n", + " 'project index': 0,\n", + " 'document inedex': 1},\n", + " {'text': 'es thinks that the mother is too easy on him. In regards to symptoms of depression, she denied symptoms of depression, noting th',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.8225713484970468,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'sy on him. In regards to symptoms of depression, she denied symptoms of depression, noting that he tends to only become unhappy ',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.8346240487374752,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'a command. She denied any suicidal ideation. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as ',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.7909687632269117,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': '. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as were all other symptoms of psychopathology.',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.6608860624240025,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'SD was denied. ADHD symptoms were denied, as were all other symptoms of psychopathology.\\n\\nIn regards to the encopresis, she repo',\n", + " 'cui': 'C1457887',\n", + " 'source value': 'symptoms',\n", + " 'acc': 0.7533030511234585,\n", + " 'project index': 1,\n", + " 'document inedex': 0}],\n", + " 'C0011570': [{'text': 'at the mother is too easy on him. In regards to symptoms of depression, she denied symptoms of depression, noting that he tends to',\n", + " 'cui': 'C0011570',\n", + " 'source value': 'depression',\n", + " 'acc': 0.5410288841816506,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'n regards to symptoms of depression, she denied symptoms of depression, noting that he tends to only become unhappy when he has to',\n", + " 'cui': 'C0011570',\n", + " 'source value': 'depression',\n", + " 'acc': 0.5810060995754261,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'at the mother is too easy on him. In regards to symptoms of depression, she denied symptoms of depression, noting that he tends to',\n", + " 'cui': 'C0011570',\n", + " 'source value': 'depression',\n", + " 'acc': 0.5410288841816506,\n", + " 'project index': 1,\n", + " 'document inedex': 0},\n", + " {'text': 'n regards to symptoms of depression, she denied symptoms of depression, noting that he tends to only become unhappy when he has to',\n", + " 'cui': 'C0011570',\n", + " 'source value': 'depression',\n", + " 'acc': 0.5810060995754261,\n", + " 'project index': 1,\n", + " 'document inedex': 0}],\n", + " 'C0038436': [{'text': ' any suicidal ideation. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as were all other sy',\n", + " 'cui': 'C0038436',\n", + " 'source value': 'PTSD',\n", + " 'acc': 1.0,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': ' any suicidal ideation. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as were all other sy',\n", + " 'cui': 'C0038436',\n", + " 'source value': 'PTSD',\n", + " 'acc': 1.0,\n", + " 'project index': 1,\n", + " 'document inedex': 0}],\n", + " 'C1263846': [{'text': 'ation. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as were all other symptoms of psychop',\n", + " 'cui': 'C1263846',\n", + " 'source value': 'ADHD',\n", + " 'acc': 1.0,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'ation. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as were all other symptoms of psychop',\n", + " 'cui': 'C1263846',\n", + " 'source value': 'ADHD',\n", + " 'acc': 1.0,\n", + " 'project index': 1,\n", + " 'document inedex': 0}],\n", + " 'C0004936': [{'text': 'd. ADHD symptoms were denied, as were all other symptoms of psychopathology.\\n\\nIn regards to the encopresis, she reported that he has al',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'psychopathology',\n", + " 'acc': 0.23794721358274204,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': ', and early adulthood for depressive, anxiety, or psychotic disorders. He denied any suicide attempts, or profound suicidal or ho',\n", + " 'cui': 'C0004936',\n", + " 'source value': 'disorders',\n", + " 'acc': 0.6117808973788813,\n", + " 'project index': 0,\n", + " 'document inedex': 1}],\n", + " 'C0012634': [{'text': 'e several years ago, and has more recently been seen at the Diseases Center, seen by Dr. Y, reported that the last visit was sev',\n", + " 'cui': 'C0012634',\n", + " 'source value': 'Diseases',\n", + " 'acc': 0.6652453957177196,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'e several years ago, and has more recently been seen at the Diseases Center, seen by Dr. Y, reported that the last visit was sev',\n", + " 'cui': 'C0012634',\n", + " 'source value': 'Diseases',\n", + " 'acc': 0.6652453957177196,\n", + " 'project index': 1,\n", + " 'document inedex': 0}],\n", + " 'C0009806': [{'text': 'that is not consistent. Mother believes that he is probably constipated or impacted again. He refuses to eat any fiber. In regards ',\n", + " 'cui': 'C0009806',\n", + " 'source value': 'constipated',\n", + " 'acc': 0.3293009898417058,\n", + " 'project index': 0,\n", + " 'document inedex': 0}],\n", + " 'C0242510': [{'text': 'e patient presented in a breech position. Mother denied the use of drugs, alcohol, or tobacco during the pregnancy. No slee',\n", + " 'cui': 'C0242510',\n", + " 'source value': 'use',\n", + " 'acc': 0.5415151393071053,\n", + " 'project index': 0,\n", + " 'document inedex': 0}],\n", + " 'C0015672': [{'text': 'ubborn and gets angry easily also. Mother reported becoming fatigued in her parenting, that she lets him get away with things so',\n", + " 'cui': 'C0015672',\n", + " 'source value': 'fatigued',\n", + " 'acc': 0.3064013556824449,\n", + " 'project index': 0,\n", + " 'document inedex': 0}],\n", + " 'C0018799': [{'text': 'etween The patient and his brother, B. B evidently has some heart problems and feeding issues, and because of that, tends to ',\n", + " 'cui': 'C0018799',\n", + " 'source value': 'heart',\n", + " 'acc': 0.3445859892414807,\n", + " 'project index': 0,\n", + " 'document inedex': 0},\n", + " {'text': 'italizations, surgeries, or current medications use for any heart disease, lung disease, liver disease, kidney disease, gastrointesti',\n", + " 'cui': 'C0018799',\n", + " 'source value': 'heart disease',\n", + " 'acc': 0.48893815849853467,\n", + " 'project index': 0,\n", + " 'document inedex': 1}],\n", + " 'C0233401': [{'text': 'ell as psychotherapy. At this time, the excessive amount of psychiatric symptoms would impede Mr. T from seeking employment. Furthermore, it',\n", + " 'cui': 'C0233401',\n", + " 'source value': 'psychiatric symptoms',\n", + " 'acc': 0.47270168276497093,\n", + " 'project index': 0,\n", + " 'document inedex': 1}],\n", + " 'N-00123': [{'text': ': Mother reported that her primary concern in regard to the patient had to do with his oppositionality. She was more ambivalent',\n", + " 'cui': 'N-00123',\n", + " 'source value': 'patient',\n", + " 'acc': 0.9999966838099438,\n", + " 'project index': 1,\n", + " 'document inedex': 0}]}})" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat.train_supervised(data_path=\"example_data/MedCAT_Export_With_Text_2020-05-22_10_34_09.json\", \n", + " nepochs=1,\n", + " lr=0.1,\n", + " anneal=False, # Unless we are reseting the CDB or cui_count this is False\n", + " print_stats=True, \n", + " use_filters=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Can use scikit learn sklearn.model_selection.train_test_split to split and CV the dataset..." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T15:04:02.394607Z", + "start_time": "2020-09-08T15:04:02.358514Z" + } + }, + "outputs": [], + "source": [ + "from medcat.meta_cat import MetaCAT\n", + "from tokenizers import ByteLevelBPETokenizer\n", + "from itertools import chain" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T14:46:39.070589Z", + "start_time": "2020-09-08T14:46:38.965765Z" + } + }, + "outputs": [], + "source": [ + "# Tokenizer instantiation\n", + "tokenizer = ByteLevelBPETokenizer(vocab_file='data/medmen-vocab.json', merges_file='data/medmen-merges.txt')\n", + "embeddings = np.load(open('data/embeddings.npy', 'rb'))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T14:59:26.370596Z", + "start_time": "2020-09-08T14:59:26.331318Z" + } + }, + "outputs": [], + "source": [ + "metacat = MetaCAT(tokenizer=tokenizer, embeddings=embeddings, \n", + " pad_id=len(embeddings) -1, save_dir='mc_status', device='cpu')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T15:00:19.886627Z", + "start_time": "2020-09-08T15:00:19.835993Z" + } + }, + "outputs": [], + "source": [ + "proj = json.load(open('example_data/MedCAT_Export_With_Text_2020-05-22_10_34_09.json'))" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T15:04:17.094582Z", + "start_time": "2020-09-08T15:04:17.051585Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Negation', 'Skip'}" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Tasks we are training for...\n", + "set(chain.from_iterable([a['meta_anns'].keys() for d in proj['projects'][0]['documents'] for a in d['annotations']]))" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "ExecuteTime": { + "end_time": "2020-09-08T15:04:46.434650Z", + "start_time": "2020-09-08T15:04:33.474305Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "************************************************** Train\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 41\n", + "\n", + " accuracy 1.00 41\n", + " macro avg 1.00 1.00 1.00 41\n", + "weighted avg 1.00 1.00 1.00 41\n", + "\n", + "************************************************** Test\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 5\n", + "\n", + " accuracy 1.00 5\n", + " macro avg 1.00 1.00 1.00 5\n", + "weighted avg 1.00 1.00 1.00 5\n", + "\n", + "Train Loss: 0.0\n", + "Test Loss: 0.0\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "==================================================\n", + "Model saved at epoch: 0 and f1: 1.0\n", + "[[5]]\n", + "\n", + "\n", + "\n", + "************************************************** Train\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 41\n", + "\n", + " accuracy 1.00 41\n", + " macro avg 1.00 1.00 1.00 41\n", + "weighted avg 1.00 1.00 1.00 41\n", + "\n", + "************************************************** Test\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 5\n", + "\n", + " accuracy 1.00 5\n", + " macro avg 1.00 1.00 1.00 5\n", + "weighted avg 1.00 1.00 1.00 5\n", + "\n", + "Train Loss: 0.0\n", + "Test Loss: 0.0\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "************************************************** Train\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 41\n", + "\n", + " accuracy 1.00 41\n", + " macro avg 1.00 1.00 1.00 41\n", + "weighted avg 1.00 1.00 1.00 41\n", + "\n", + "************************************************** Test\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 5\n", + "\n", + " accuracy 1.00 5\n", + " macro avg 1.00 1.00 1.00 5\n", + "weighted avg 1.00 1.00 1.00 5\n", + "\n", + "Train Loss: 0.0\n", + "Test Loss: 0.0\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "************************************************** Train\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 41\n", + "\n", + " accuracy 1.00 41\n", + " macro avg 1.00 1.00 1.00 41\n", + "weighted avg 1.00 1.00 1.00 41\n", + "\n", + "************************************************** Test\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 5\n", + "\n", + " accuracy 1.00 5\n", + " macro avg 1.00 1.00 1.00 5\n", + "weighted avg 1.00 1.00 1.00 5\n", + "\n", + "Train Loss: 0.0\n", + "Test Loss: 0.0\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "************************************************** Train\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 41\n", + "\n", + " accuracy 1.00 41\n", + " macro avg 1.00 1.00 1.00 41\n", + "weighted avg 1.00 1.00 1.00 41\n", + "\n", + "************************************************** Test\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 5\n", + "\n", + " accuracy 1.00 5\n", + " macro avg 1.00 1.00 1.00 5\n", + "weighted avg 1.00 1.00 1.00 5\n", + "\n", + "Train Loss: 0.0\n", + "Test Loss: 0.0\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "Best/Average scores: F1: 1.0, P: 1.0, R: 1.0\n" + ] + }, + { + "data": { + "text/plain": [ + "{'f1': 1.0,\n", + " 'p': 1.0,\n", + " 'r': 1.0,\n", + " 'cls_report': {'0': {'precision': 1.0,\n", + " 'recall': 1.0,\n", + " 'f1-score': 1.0,\n", + " 'support': 5},\n", + " 'accuracy': 1.0,\n", + " 'macro avg': {'precision': 1.0,\n", + " 'recall': 1.0,\n", + " 'f1-score': 1.0,\n", + " 'support': 5},\n", + " 'weighted avg': {'precision': 1.0,\n", + " 'recall': 1.0,\n", + " 'f1-score': 1.0,\n", + " 'support': 5}}}" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metacat.train('example_data/MedCAT_Export_With_Text_2020-05-22_10_34_09.json', 'Skip', nepochs=5)" + ] + } + ], + "metadata": { + "kernelspec": { + 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"tuis": "", "documents": [{"id": 262816, "name": "Psych Text 1", "text": "\nREASON FOR REFERRAL: The patient was referred to me by Dr. X of the Clinic due to concerns regarding behavioral acting out as well as encopresis. This is a 90-minute initial intake completed on 10/03/2007. I met with the patient's mother individually for the entire session. I reviewed with her the treatment, consent form, as well as the boundaries of confidentiality, and she stated that she understood these concepts.\n\nPRESENTING PROBLEMS: Mother reported that her primary concern in regard to the patient had to do with his oppositionality. She was more ambivalent regarding addressing the encopresis. In regards to his oppositionality, she reported that the onset of his oppositionality was approximately at 4 years of age, that before that he had been a very compliant and happy child, and that he has slowly worsened over time. She noted that the oppositionality occurred approximately after his brother, who has multiple medical problems, was born. At that time, mother had spent 2 months back East with the brother due to his feeding issues and will have to go again next year. She reported that in terms of the behaviors that he loses his temper frequently, he argues with her that he defies her authority that she has to ask him many times to do things, that she has to repeat instructions, that he ignores her, that he whines, and this is when he is told to do something that he does not want to do. She reported that he deliberately annoys other people, that he can be angry and resentful. She reported that he does not display these behaviors with the father nor does he display them at home, but they are specific to her. She reported that her response to him typically is that she repeats what she wants him to do many, many times, that eventually she gets upset. She yells at him, talks with him, and tries to make him go and do what she wants him to do. Mother also noted that she probably ignores some his misbehaviors. She stated that the father tends to be more firm and more direct with him, and that, the father sometimes thinks that the mother is too easy on him. In regards to symptoms of depression, she denied symptoms of depression, noting that he tends to only become unhappy when he has to do something that he does not want to do, such as go to school or follow through on a command. She denied any suicidal ideation. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as were all other symptoms of psychopathology.\n\nIn regards to the encopresis, she reported that he has always soiled, he does so 2 to 3 times a day. She reported that he is concerned about this issue. He currently wears underwear and had a pull-up. She reported that he was seen at the Gastroenterology Department here several years ago, and has more recently been seen at the Diseases Center, seen by Dr. Y, reported that the last visit was several months ago, that he is on MiraLax. He does sit on the toilet may be 2 times a day, although that is not consistent. Mother believes that he is probably constipated or impacted again. He refuses to eat any fiber. In regards to what happens when he soils, mother basically takes full responsibility. She cleans and changes his underwear, thinks of things that she has tried, she mostly gets frustrated, makes negative comments, even though she knows that he really cannot help it. She has never provided him with any sort of rewards, because she feels that this is something he just needs to learn to do. In regards to other issues, she noted that he becomes frustrated quite easily, especially around homework, that when mother has to correct him, or when he has had difficulty doing something that he becomes upset, that he will cry, and he will get angry. Mother's response to him is that either she gets agitated and raises her voice, tells him to stop etc. Mother reported it is not only with homework, but also with other tasks, such as if he is trying to build with his LEGOs and things do not go well.\n\nDEVELOPMENTAL BACKGROUND: The patient was reported to be the 8 pound 12 ounce product of a planned and noncomplicated pregnancy and emergency cesarean delivery. The patient presented in a breech position. Mother denied the use of drugs, alcohol, or tobacco during the pregnancy. No sleeping or eating issues were present in the perinatal period. Temperament was described as easy. He was described as a cuddly baby. No concerns expressed regarding his developmental milestones. No serious injuries reported. No hospitalizations or surgeries. No allergies. The patient has been encopretic for all of his life. He currently is taking MiraLax.\n\nFAMILY BACKGROUND: The patient lives with his mother who is age 37, and is primarily a homemaker, but does work approximately 48 hours a month as a beautician; with his father, age 35, who is a police officer; and also, with his younger brother who is age 3, and has significant medical problems as will be noted in a moment. Mother and father have been together since 1997, married in 1999. The maternal grandmother and grandfather are living and are together, and live in the Central California Coast Area. There is one maternal aunt, age 33, and then, two adopted maternal aunt and uncle, age 18 and age 13. In regards to the father's side of the family, the paternal grandparents are divorced. Grandfather was in Arkansas, grandmother lives in Dos Palos. The patient does not see his grandfather. Mother stated that her relationship with her child was as described, that he very much stresses her out, that she wishes that he was not so defiant, that she finds him to be a very stressful child to deal with. In regards to the relationship with the father, it was reported that the father tends to leave most of the parenting over to the mother, unless she specifically asks him to do something, and then, he will follow through and do it. He will step in and back mother up in terms of parenting, tell the child not to speak to his mother that way etc. Mother reported that he does spend some time with the children, but not as much as mother would like him to, but occasionally, he will go outside and do things with them. The mother reported that sometimes she has a problem in interfering with his parenting, that she steps in and defends The patient. It was reported that mother stated that she tries the parenting technique, primarily of yelling and tried time-out, although her description suggests that she is not doing time-out correctly, as he simply gets up from his time-out, and she does not follow through. Mother reported that she and the patient are very much alike in temperament, and this has made things more difficult. Mother tends to be stubborn and gets angry easily also. Mother reported becoming fatigued in her parenting, that she lets him get away with things sometimes because she does not want to punish him all day long, sometimes ignores problems that she probably should not ignore. There was reported to be jealousy between The patient and his brother, B. B evidently has some heart problems and feeding issues, and because of that, tends to get more attention in terms of his medical needs, and that the patient is very jealous of that attention and feels that B is favored and that he get things that The patient does not get, and that there is some tension between the brothers. They do play well together; however, The patient does tend to be somewhat intrusive, gets in his space, and then, B will hit him. Mother reported that she graduated from high school, went to Community College, and was an average student. No learning problems. Mother has a history of depression. She has currently been taking 100 mg of Zoloft administered by her primary medical doctor. She is not receiving counseling. She has been on the medications for the last 5 years. Her dosage has not been changed in a year. She feels that she is getting more irritable and more angry. I encouraged her to see a primary medical doctor. Mother has no drug or alcohol history. Father graduated from high school, went to the Police Academy, average student. No learning problems, no psychological problems, no drug or alcohol problems are reported. In terms of extended family, maternal grandmother as well as maternal great grandfather have a history of depression. Other psychiatric symptoms were denied in the family.\n\nMother reported that the marriage is generally okay, that there is some arguing. She reported that it was in the normal range.\n\nACADEMIC BACKGROUND: The patient attends the Roosevelt Elementary School, where he is in a regular first grade classroom with Mrs. The patient. This is in the Kingsburg Unified School District. No behavior problems, academic problems were reported. He does not receive special education services.\n\nSOCIAL HISTORY: The patient was described as being able to make and keep friends, but at this point in time, there has been no teasing regarding smell from the encopresis. He does have kids over to play at the house.\n\nPREVIOUS COUNSELING: Denied.\n\nDIAGNOSTIC SUMMARY AND IMPRESSION: My impression is that the patient has a long history of constipation and impaction, which has been treated medically, but it would appear that the mother has not followed through consistently with the behavioral component of toilet sitting, increased fiber, regular medication, so that the problem has likely continued. She also has not used any sort of rewards as a way to encourage him, in the encopresis. The patient clearly qualifies for a diagnosis of disruptive behavior disorder, not otherwise specified, and possibly oppositional defiant disorder. It would appear that mother needs help in her parenting, and that she tends to mostly use yelling and anger as a way, and tends to repeat herself a lot, and does not have a strategy for how to follow through and to deal with defiant behavior. Also, mother and father, may not be on the same page in terms of parenting.\n\nPLAN: In terms of my plan, I will meet with the child in the next couple of weeks. I also asked the mother to bring the father in, so he could be involved in the treatment also, and I gave the mother a behavioral checklist to be completed by herself and the father as well as the teacher.\n\nDSM IV DIAGNOSES:\nAXIS I: Adjustment disorder with disturbance of conduct (309.3). Encopresis, without constipation, overflow incontinence (307.7)\nAXIS II: No diagnoses (V71.09).\nAXIS III: No diagnoses.\nAXIS IV: Problems with primary support group.\nAXIS V: Global assessment of functioning equals 65.", "last_modified": "2020-04-02 00:02:47.292599+00:00", "annotations": [{"id": 46102, "user": "admin", "cui": "C1656589", "value": "oppositional defiant disorder", "start": 9593, "end": 9622, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:23.830587+00:00", "manually_created": false, "acc": 0.392611944253081, "meta_anns": {}}, {"id": 46103, "user": "admin", "cui": "C0012734", "value": "disruptive behavior disorder", "start": 9525, "end": 9553, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:23.399296+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 46104, "user": "admin", "cui": "C0233401", "value": "psychiatric symptoms", "start": 8310, "end": 8330, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:18.046649+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 46105, "user": "admin", "cui": "C0233514", "value": "behavior problems", "start": 8684, "end": 8701, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:18.233439+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 46106, "user": "admin", "cui": "C0549393", "value": "alcohol problems", "start": 8155, "end": 8171, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:19.494374+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 46107, "user": "admin", "cui": "C0004936", "value": "psychopathology", "start": 2460, "end": 2475, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:12.361744+00:00", "manually_created": false, "acc": 0.2633082783827883, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46108, "user": "admin", "cui": "C0009806", "value": "constipation", "start": 9124, "end": 9136, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:16.208227+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 46109, "user": "admin", "cui": "C0009806", "value": "constipation", "start": 10337, "end": 10349, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:24.175459+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 46110, "user": "admin", "cui": "C0021167", "value": "incontinence", "start": 10360, "end": 10372, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:24.358253+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 46111, "user": "admin", "cui": "C0009806", "value": "constipated", "start": 3032, "end": 3043, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:13.053298+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46112, "user": "admin", "cui": "C0011570", "value": "depression", "start": 2115, "end": 2125, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:10.548205+00:00", "manually_created": false, "acc": 0.6174709338508596, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46113, "user": "admin", "cui": "C0011570", "value": "depression", "start": 2150, "end": 2160, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:11.020303+00:00", "manually_created": false, "acc": 0.6067908593757687, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46114, "user": "admin", "cui": "C0011570", "value": "depression", "start": 7632, "end": 7642, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:15.403728+00:00", "manually_created": false, "acc": 0.6219621895695947, "meta_anns": {}}, {"id": 46115, "user": "admin", "cui": "C0011570", "value": "depression", "start": 8292, "end": 8302, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:17.872983+00:00", "manually_created": false, "acc": 0.4842299529493305, "meta_anns": {}}, {"id": 46116, "user": "admin", "cui": "C0015672", "value": "fatigued", "start": 6754, "end": 6762, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:14.457566+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46117, "user": "admin", "cui": "C1457887", "value": "symptoms", "start": 2103, "end": 2111, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:10.342221+00:00", "manually_created": false, "acc": 0.6074697887626457, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46118, "user": "admin", "cui": "C1457887", "value": "symptoms", "start": 2138, "end": 2146, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:10.761681+00:00", "manually_created": false, "acc": 0.595059254889141, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46119, "user": "admin", "cui": "C1457887", "value": "symptoms", "start": 2365, "end": 2373, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:11.243470+00:00", "manually_created": false, "acc": 0.5607964911895865, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46120, "user": "admin", "cui": "C1457887", "value": "symptoms", "start": 2408, "end": 2416, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:11.904160+00:00", "manually_created": false, "acc": 0.3592671754492376, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46121, "user": "admin", "cui": "C1457887", "value": "symptoms", "start": 2448, "end": 2456, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:12.129059+00:00", "manually_created": false, "acc": 0.4322164179671357, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46122, "user": "admin", "cui": "C0012634", "value": "Diseases", "start": 2807, "end": 2815, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:12.817485+00:00", "manually_created": false, "acc": 0.3012859808383412, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46123, "user": "admin", "cui": "C0004936", "value": "disorder", "start": 10271, "end": 10279, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:24.014467+00:00", "manually_created": false, "acc": 0.6002333864678797, "meta_anns": {}}, {"id": 46124, "user": "admin", "cui": "C0948008", "value": "regards", "start": 610, "end": 617, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:08.116948+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}}}, {"id": 46125, "user": "admin", "cui": "C0948008", "value": "regards", "start": 2092, "end": 2099, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:09.491813+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46126, "user": "admin", "cui": "C0948008", "value": "regards", "start": 2481, "end": 2488, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:12.588310+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46127, "user": "admin", "cui": "C0948008", "value": "regards", "start": 3095, "end": 3102, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:13.315202+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46128, "user": "admin", "cui": "C0948008", "value": "regards", "start": 3486, "end": 3493, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:13.526799+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46129, "user": "admin", "cui": "C0948008", "value": "regards", "start": 5245, "end": 5252, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:13.985222+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46130, "user": "admin", "cui": "C0948008", "value": "regards", "start": 5646, "end": 5653, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:14.232563+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46131, "user": "admin", "cui": "C0085762", "value": "alcohol", "start": 7998, "end": 8005, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:20.646191+00:00", "manually_created": false, "acc": 0.6192205119360575, "meta_anns": {}}, {"id": 46132, "user": "admin", "cui": "C0018799", "value": "heart", "start": 7043, "end": 7048, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:14.684482+00:00", "manually_created": false, "acc": 0.27604518560971764, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46133, "user": "admin", "cui": "C0038436", "value": "PTSD", "start": 2386, "end": 2390, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:11.466244+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46134, "user": "admin", "cui": "C1263846", "value": "ADHD", "start": 2403, "end": 2407, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:11.689827+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46135, "user": "admin", "cui": "C0242510", "value": "use", "start": 4212, "end": 4215, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:13.764552+00:00", "manually_created": false, "acc": 0.5878649995498311, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46136, "user": "admin", "cui": "C0011884", "value": "Dr", "start": 56, "end": 58, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:06.868728+00:00", "manually_created": false, "acc": 0.4340288092468738, "meta_anns": {"Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}}}]}, {"id": 262817, "name": "Psych Text 2", "text": "\nThe patient was interviewed and examined on May 23, 2003, for the purpose of providing an independent medical evaluation. A physician/patient relationship was not established, there was no limit to confidentiality, nor was treatment rendered or advised. This was explained to the patient, he appeared to understand, and agreed to continue.\n\nIDENTIFYING DATA: Mr. T is a 45-year-old white male.\n\nCHIEF COMPLAINT: Mr. T presented with significant muscle tremor, constant headaches, excessive nervousness, poor concentration, and poor ability to focus. His confidence and self-esteem are significantly low. He stated he has excessive somnolence, his energy level is extremely low, motivation is low, and he has a lack for personal interests. He has had suicidal ideation, but this is currently in remission. Furthermore, he continues to have hopeless thoughts and crying spells. Mr. T stated these symptoms appeared approximately two months ago.\n\nHISTORY OF PRESENT ILLNESS: On March 25, 2003, Mr. T was fired from his job secondary, to an event at which he stated he was first being harassed by another employee.\" This other, employee had confronted Mr. T with a very aggressive, verbal style, where this employee had placed his face directly in front of Mr. T was spitting on him, and called him \"bitch.\" Mr. T then retaliated, and went to hit the other employee. Due to this event, Mr. T was fired. It should be noted that Mr. T stated he had been harassed by this individual for over a year and had reported the harassment to his boss and was told to \"deal with it.\"\n\nThere are no other apparent stressors in Mr. T's life at this time or in recent months. Mr. T stated that work was his entire life and he based his entire identity on his work ethic. It should be noted that Mr. T was a process engineer for Plum Industries for the past 14 years.\n\nPAST PSYCHIATRIC HISTORY: There is no evidence of any psychiatric hospitalizations or psychiatric interventions other than a recent visit to Mr. T's family physician, Dr. B at which point Mr. T was placed on Lexapro with an unknown dose at this time. Mr. T is currently seeing Dr. J for psychotherapy where he has been in treatment since April, 2003.\n\nPAST PSYCHIATRIC REVIEW OF SYSTEMS: Mr. T denied any history throughout his childhood, adolescence, and early adulthood for depressive, anxiety, or psychotic disorders. He denied any suicide attempts, or profound suicidal or homicidal ideation. Mr. T furthermore stated that his family psychiatric history is unremarkable.\n\nSUBSTANCE ABUSE HISTORY: Mr. T stated he used alcohol following his divorce in 1993, but has not used it for the last two years. No other substance abuse was noted.\n\nLEGAL HISTORY: Currently, charges are pending over the above described incident.\n\nMEDICAL HISTORY: Mr. T denied any hospitalizations, surgeries, or current medications use for any heart disease, lung disease, liver disease, kidney disease, gastrointestinal disease, neurological disease, closed head injury, endocrine disease, infectious, blood or muscles disease other than stating he has a hiatal hernia and hypercholesterolemia.\n\nPERSONAL AND SOCIAL HISTORY: Mr. T was born in Dwyne, Missouri, with no complications associated with his birth. Originally, he was raised by both parents, but they separated at an early age. When he was about seven years old, he was raised by his mother and stepfather. He did not sustain a relationship with his biological father from that time on. He stated his parents moved a lot, and because this many times he was picked on in his new environments, Mr. T stated he was, at times, a rebellious teenager, but he denied any significant inability to socialize, and denied any learning disabilities or the need for special education.\n\nMr. T stated his stepfather was somewhat verbally abusive, and that he committed suicide when Mr. T was 18 years old. He graduated from high school and began work at Dana Corporation for two to three years, after which he worked as an energy, auditor for a gas company. He then became a homemaker while his wife worked for Chrysler for approximately two years. Mr. T was married for eleven years, and divorced in 1993. He has a son who is currently 20 years old. After being a home maker, Mr. T worked for his mother in a restaurant, and moved on from there to work for Borg-Warner corporation for one to two years before beginning at Plum Industries, where he worked for 14 years and worked his way up to lead engineer.\n\nMental Status Exam: Mr. T presented with a hyper vigilant appearance, his eye contact was appropriate to the interview, and his motor behavior was tense. At times he showed some involuntary movements that would be more akin to a resting tremor. There was no psychomotor retardation, but there was some mild psychomotor excitement. His speech was clear, concise, but pressured. His attitude was overly negative and his mood was significant for moderate depression, anxiety, anhedonia and loneliness, and mild evidence of anger. There was no evidence of euphoria or diurnal mood variation. His affective expression was restricted range, but there was no evidence of lability. At times, his affective tone and facial expressions were inappropriate to the interview. There was no evidence of auditory, visual, olfactory, gustatory, tactile or visceral hallucinations. There was no evidence of illusions, depersonalizations, or derealizations. Mr. T presented with a sequential and goal directed stream of thought. There was no evidence of incoherence, irrelevance, evasiveness, circumstantiality, loose associations, or concrete thinking. There was no evidence of delusions; however, there was some ambivalence, guilt, and self-derogatory thoughts. There was evidence of concreteness for similarities and proverbs. His intelligence was average. His concentration was mildly impaired, and there was no evidence of distractibility. He was oriented to time, place, person and situation. There was no evidence of clouded consciousness or dissociation. His memory was intact for immediate, recent, and remote events.\n\nHe presented with poor appetite, easily fatigued, and decreased libidinal drive, as well as excessive somnolence. There was a moderate preoccupation with his physical health pertaining to his headaches. His judgment was poor for finances, family relations, social relations, employment, and, at this time, he had no future plans. Mr. T's insight is somewhat moderate as he is aware of his contribution to the problem. His motivation for getting well is good as he accepts offered treatment, complies with recommended treatment, and seeks effective treatments. He has a well-developed empathy for others and capacity for affection.\n\nThere was no evidence of entitlement, egocentricity, controllingness, intimidation, or manipulation. His credibility seemed good. There was no evidence for potential self-injury, suicide, or violence. The reliability and completeness of information was very good, and there were no barriers to communication. The information gathered was based on the patient's self-report and objective testing and observation. His attitude toward the examiner was neutral and his attitude toward the examination process was neutral. There was no evidence for indices of malingering as there was no marked discrepancy between claimed impairment and objective findings, and there was no lack of cooperation with the evaluation or poor compliance with treatment, and no evidence of antisocial personality disorder.\n\nIMPRESSIONS: Major Depressive Disorder, single episode\n\nRECOMMENDATIONS AND PLAN: I recommend Mr. T continue with psychopharmacologic care as well as psychotherapy. At this time, the excessive amount of psychiatric symptoms would impede Mr. T from seeking employment. Furthermore, it appears that the primary precipitating event had occurred on March 25, 2003, when Mr. T was fired from his job after being harassed for over a year. As Mr. T placed his entire identity and sense of survival on his work, this was a deafening blow to his psychological functioning. Furthermore, it only appears logical that this would precipitate a major depressive episode.\n", "last_modified": "2020-04-02 00:02:47.303308+00:00", "annotations": [{"id": 46137, "user": "admin", "cui": "C0233401", "value": "psychiatric symptoms", "start": 7726, "end": 7746, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:43.533424+00:00", "manually_created": false, "acc": 0.5523821827959599, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "Yes", "acc": 1.0, "validated": true}}}, {"id": 46138, "user": "admin", "cui": "C0018799", "value": "heart disease", "start": 2872, "end": 2885, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:34.601959+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 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"alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:35.997750+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 46144, "user": "admin", "cui": "C1457887", "value": "symptoms", "start": 896, "end": 904, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:31.753237+00:00", "manually_created": false, "acc": 0.428565382105349, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 46145, "user": "admin", "cui": "C0012634", "value": "disorder", "start": 7512, "end": 7520, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:33:37.521640+00:00", "manually_created": false, "acc": 0.684967993488848, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, 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"tuis": "", "documents": [{"id": 262816, "name": "Psych Text 1", "text": "\nREASON FOR REFERRAL: The patient was referred to me by Dr. X of the Clinic due to concerns regarding behavioral acting out as well as encopresis. This is a 90-minute initial intake completed on 10/03/2007. I met with the patient's mother individually for the entire session. I reviewed with her the treatment, consent form, as well as the boundaries of confidentiality, and she stated that she understood these concepts.\n\nPRESENTING PROBLEMS: Mother reported that her primary concern in regard to the patient had to do with his oppositionality. She was more ambivalent regarding addressing the encopresis. In regards to his oppositionality, she reported that the onset of his oppositionality was approximately at 4 years of age, that before that he had been a very compliant and happy child, and that he has slowly worsened over time. She noted that the oppositionality occurred approximately after his brother, who has multiple medical problems, was born. At that time, mother had spent 2 months back East with the brother due to his feeding issues and will have to go again next year. She reported that in terms of the behaviors that he loses his temper frequently, he argues with her that he defies her authority that she has to ask him many times to do things, that she has to repeat instructions, that he ignores her, that he whines, and this is when he is told to do something that he does not want to do. She reported that he deliberately annoys other people, that he can be angry and resentful. She reported that he does not display these behaviors with the father nor does he display them at home, but they are specific to her. She reported that her response to him typically is that she repeats what she wants him to do many, many times, that eventually she gets upset. She yells at him, talks with him, and tries to make him go and do what she wants him to do. Mother also noted that she probably ignores some his misbehaviors. She stated that the father tends to be more firm and more direct with him, and that, the father sometimes thinks that the mother is too easy on him. In regards to symptoms of depression, she denied symptoms of depression, noting that he tends to only become unhappy when he has to do something that he does not want to do, such as go to school or follow through on a command. She denied any suicidal ideation. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as were all other symptoms of psychopathology.\n\nIn regards to the encopresis, she reported that he has always soiled, he does so 2 to 3 times a day. She reported that he is concerned about this issue. He currently wears underwear and had a pull-up. She reported that he was seen at the Gastroenterology Department here several years ago, and has more recently been seen at the Diseases Center, seen by Dr. Y, reported that the last visit was several months ago, that he is on MiraLax. He does sit on the toilet may be 2 times a day, although that is not consistent. Mother believes that he is probably constipated or impacted again. He refuses to eat any fiber. In regards to what happens when he soils, mother basically takes full responsibility. She cleans and changes his underwear, thinks of things that she has tried, she mostly gets frustrated, makes negative comments, even though she knows that he really cannot help it. She has never provided him with any sort of rewards, because she feels that this is something he just needs to learn to do. In regards to other issues, she noted that he becomes frustrated quite easily, especially around homework, that when mother has to correct him, or when he has had difficulty doing something that he becomes upset, that he will cry, and he will get angry. Mother's response to him is that either she gets agitated and raises her voice, tells him to stop etc. Mother reported it is not only with homework, but also with other tasks, such as if he is trying to build with his LEGOs and things do not go well.\n\nDEVELOPMENTAL BACKGROUND: The patient was reported to be the 8 pound 12 ounce product of a planned and noncomplicated pregnancy and emergency cesarean delivery. The patient presented in a breech position. Mother denied the use of drugs, alcohol, or tobacco during the pregnancy. No sleeping or eating issues were present in the perinatal period. Temperament was described as easy. He was described as a cuddly baby. No concerns expressed regarding his developmental milestones. No serious injuries reported. No hospitalizations or surgeries. No allergies. The patient has been encopretic for all of his life. He currently is taking MiraLax.\n\nFAMILY BACKGROUND: The patient lives with his mother who is age 37, and is primarily a homemaker, but does work approximately 48 hours a month as a beautician; with his father, age 35, who is a police officer; and also, with his younger brother who is age 3, and has significant medical problems as will be noted in a moment. Mother and father have been together since 1997, married in 1999. The maternal grandmother and grandfather are living and are together, and live in the Central California Coast Area. There is one maternal aunt, age 33, and then, two adopted maternal aunt and uncle, age 18 and age 13. In regards to the father's side of the family, the paternal grandparents are divorced. Grandfather was in Arkansas, grandmother lives in Dos Palos. The patient does not see his grandfather. Mother stated that her relationship with her child was as described, that he very much stresses her out, that she wishes that he was not so defiant, that she finds him to be a very stressful child to deal with. In regards to the relationship with the father, it was reported that the father tends to leave most of the parenting over to the mother, unless she specifically asks him to do something, and then, he will follow through and do it. He will step in and back mother up in terms of parenting, tell the child not to speak to his mother that way etc. Mother reported that he does spend some time with the children, but not as much as mother would like him to, but occasionally, he will go outside and do things with them. The mother reported that sometimes she has a problem in interfering with his parenting, that she steps in and defends The patient. It was reported that mother stated that she tries the parenting technique, primarily of yelling and tried time-out, although her description suggests that she is not doing time-out correctly, as he simply gets up from his time-out, and she does not follow through. Mother reported that she and the patient are very much alike in temperament, and this has made things more difficult. Mother tends to be stubborn and gets angry easily also. Mother reported becoming fatigued in her parenting, that she lets him get away with things sometimes because she does not want to punish him all day long, sometimes ignores problems that she probably should not ignore. There was reported to be jealousy between The patient and his brother, B. B evidently has some heart problems and feeding issues, and because of that, tends to get more attention in terms of his medical needs, and that the patient is very jealous of that attention and feels that B is favored and that he get things that The patient does not get, and that there is some tension between the brothers. They do play well together; however, The patient does tend to be somewhat intrusive, gets in his space, and then, B will hit him. Mother reported that she graduated from high school, went to Community College, and was an average student. No learning problems. Mother has a history of depression. She has currently been taking 100 mg of Zoloft administered by her primary medical doctor. She is not receiving counseling. She has been on the medications for the last 5 years. Her dosage has not been changed in a year. She feels that she is getting more irritable and more angry. I encouraged her to see a primary medical doctor. Mother has no drug or alcohol history. Father graduated from high school, went to the Police Academy, average student. No learning problems, no psychological problems, no drug or alcohol problems are reported. In terms of extended family, maternal grandmother as well as maternal great grandfather have a history of depression. Other psychiatric symptoms were denied in the family.\n\nMother reported that the marriage is generally okay, that there is some arguing. She reported that it was in the normal range.\n\nACADEMIC BACKGROUND: The patient attends the Roosevelt Elementary School, where he is in a regular first grade classroom with Mrs. The patient. This is in the Kingsburg Unified School District. No behavior problems, academic problems were reported. He does not receive special education services.\n\nSOCIAL HISTORY: The patient was described as being able to make and keep friends, but at this point in time, there has been no teasing regarding smell from the encopresis. He does have kids over to play at the house.\n\nPREVIOUS COUNSELING: Denied.\n\nDIAGNOSTIC SUMMARY AND IMPRESSION: My impression is that the patient has a long history of constipation and impaction, which has been treated medically, but it would appear that the mother has not followed through consistently with the behavioral component of toilet sitting, increased fiber, regular medication, so that the problem has likely continued. She also has not used any sort of rewards as a way to encourage him, in the encopresis. The patient clearly qualifies for a diagnosis of disruptive behavior disorder, not otherwise specified, and possibly oppositional defiant disorder. It would appear that mother needs help in her parenting, and that she tends to mostly use yelling and anger as a way, and tends to repeat herself a lot, and does not have a strategy for how to follow through and to deal with defiant behavior. Also, mother and father, may not be on the same page in terms of parenting.\n\nPLAN: In terms of my plan, I will meet with the child in the next couple of weeks. I also asked the mother to bring the father in, so he could be involved in the treatment also, and I gave the mother a behavioral checklist to be completed by herself and the father as well as the teacher.\n\nDSM IV DIAGNOSES:\nAXIS I: Adjustment disorder with disturbance of conduct (309.3). Encopresis, without constipation, overflow incontinence (307.7)\nAXIS II: No diagnoses (V71.09).\nAXIS III: No diagnoses.\nAXIS IV: Problems with primary support group.\nAXIS V: Global assessment of functioning equals 65.", "last_modified": "2020-04-02 00:02:47.292599+00:00", "annotations": [{"id": 39075, "user": "admin", "cui": "C0004936", "value": "psychopathology", "start": 2460, "end": 2475, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-02 15:20:26.610940+00:00", "manually_created": false, "acc": 0.2633082783827883, "meta_anns": {}}, {"id": 39080, "user": "admin", "cui": "C0011570", "value": "depression", "start": 2115, "end": 2125, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-04-02 15:20:04.414876+00:00", "manually_created": false, "acc": 0.6174709338508596, "meta_anns": {"Temporality": {"name": "Temporality", "value": "Current", "acc": 1.0, "validated": true}, "Experiencer": {"name": "Experiencer", "value": "Patient", "acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 39081, "user": "admin", "cui": "C0011570", "value": "depression", "start": 2150, "end": 2160, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-04-02 15:20:10.491378+00:00", "manually_created": false, "acc": 0.6067908593757687, "meta_anns": {"Temporality": {"name": "Temporality", "value": "Current", "acc": 1.0, "validated": true}, "Experiencer": {"name": "Experiencer", "value": "Patient", "acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 39085, "user": "admin", "cui": "C1457887", "value": "symptoms", 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"acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 39090, "user": "admin", "cui": "C0012634", "value": "Diseases", "start": 2807, "end": 2815, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-04-02 15:20:33.726798+00:00", "manually_created": false, "acc": 0.3012859808383412, "meta_anns": {"Temporality": {"name": "Temporality", "value": "Current", "acc": 1.0, "validated": true}, "Experiencer": {"name": "Experiencer", "value": "Patient", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}}}, {"id": 39093, "user": "admin", "cui": "C0948008", "value": "regards", "start": 2092, "end": 2099, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-02 15:20:02.698478+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39094, "user": "admin", "cui": "C0948008", "value": "regards", "start": 2481, "end": 2488, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-02 15:20:29.441048+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39101, "user": "admin", "cui": "C0038436", "value": "PTSD", "start": 2386, "end": 2390, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-04-02 15:20:12.184565+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Experiencer": {"name": "Experiencer", "value": "Patient", "acc": 1.0, "validated": true}, "Temporality": {"name": "Temporality", "value": "Current", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}}}, {"id": 39102, "user": "admin", "cui": "C1263846", "value": "ADHD", "start": 2403, "end": 2407, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-04-02 15:20:12.788918+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Temporality": {"name": "Temporality", "value": "Current", "acc": 1.0, "validated": true}, "Experiencer": {"name": "Experiencer", "value": "Patient", "acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 39118, "user": "admin", "cui": "C0948008", "value": "regards", "start": 610, "end": 617, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-04-02 22:41:13.799892+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {"Temporality": {"name": "Temporality", "value": "Current", "acc": 1.0, "validated": true}, "Experiencer": {"name": "Experiencer", "value": "Patient", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}}}, {"id": 39125, "user": "admin", "cui": "C0242510", "value": "use", "start": 4212, "end": 4215, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:58.496269+00:00", "manually_created": false, "acc": 0.5878649995498311, "meta_anns": {}}, {"id": 39126, "user": "admin", "cui": "C0011884", "value": "Dr", "start": 56, "end": 58, "validated": true, "correct": true, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-22 10:24:16.094413+00:00", "manually_created": false, "acc": 0.4340288092468738, "meta_anns": {"Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 39211, "user": "admin", "cui": "N-00123", "value": "patient", "start": 502, "end": 509, "validated": true, "correct": false, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-04-03 00:26:34.440698+00:00", "manually_created": true, "acc": 1.0, "meta_anns": {"Experiencer": {"name": "Experiencer", "value": "Patient", "acc": 1.0, "validated": true}, "Temporality": {"name": "Temporality", "value": "Current", "acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}, {"id": 39398, "user": "admin", "cui": "C1656589", "value": "oppositional defiant disorder", "start": 9593, "end": 9622, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:18:00.740054+00:00", "manually_created": false, "acc": 0.392611944253081, "meta_anns": {}}, {"id": 39399, "user": "admin", "cui": "C0012734", "value": "disruptive behavior disorder", "start": 9525, "end": 9553, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:18:00.567837+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39400, "user": "admin", "cui": "C0233401", "value": "psychiatric symptoms", "start": 8310, "end": 8330, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:18:00.005432+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39401, "user": "admin", "cui": "C0233514", "value": "behavior problems", "start": 8684, "end": 8701, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:18:00.187181+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39402, "user": "admin", "cui": "C0549393", "value": "alcohol problems", "start": 8155, "end": 8171, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:59.513466+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39403, "user": "admin", "cui": "C0009806", "value": "constipation", "start": 9124, "end": 9136, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:18:00.377837+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39404, "user": "admin", "cui": "C0009806", "value": "constipation", "start": 10337, "end": 10349, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:18:01.103826+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39405, "user": "admin", "cui": "C0021167", "value": "incontinence", "start": 10360, "end": 10372, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:18:01.309753+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39406, "user": "admin", "cui": "C0009806", "value": "constipated", "start": 3032, "end": 3043, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:57.946617+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39407, "user": "admin", "cui": "C0011570", "value": "depression", "start": 7632, "end": 7642, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:59.213600+00:00", "manually_created": false, "acc": 0.6219621895695947, "meta_anns": {}}, {"id": 39408, "user": "admin", "cui": "C0011570", "value": "depression", "start": 8292, "end": 8302, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:59.826618+00:00", "manually_created": false, "acc": 0.4842299529493305, "meta_anns": {}}, {"id": 39409, "user": "admin", "cui": "C0015672", "value": "fatigued", "start": 6754, "end": 6762, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:58.929987+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39410, "user": "admin", "cui": "C0004936", "value": "disorder", "start": 10271, "end": 10279, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:18:00.912644+00:00", "manually_created": false, "acc": 0.6002333864678797, "meta_anns": {}}, {"id": 39411, "user": "admin", "cui": "C0948008", "value": "regards", "start": 3095, "end": 3102, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:58.149827+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39412, "user": "admin", "cui": "C0948008", "value": "regards", "start": 3486, "end": 3493, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:58.322424+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39413, "user": "admin", "cui": "C0948008", "value": "regards", "start": 5245, "end": 5252, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:58.609545+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39414, "user": "admin", "cui": "C0948008", "value": "regards", "start": 5646, "end": 5653, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:58.780845+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 39415, "user": "admin", "cui": "C0085762", "value": "alcohol", "start": 7998, "end": 8005, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:59.373775+00:00", "manually_created": false, "acc": 0.6192205119360575, "meta_anns": {}}, {"id": 39416, "user": "admin", "cui": "C0018799", "value": "heart", "start": 7043, "end": 7048, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-12 00:17:59.055494+00:00", "manually_created": false, "acc": 0.27604518560971764, "meta_anns": {}}, {"id": 46101, "user": "admin", "cui": "C0036572", "value": "do", "start": 517, "end": 519, "validated": true, "correct": false, "deleted": false, "alternative": false, "killed": false, "last_modified": "2020-05-21 10:16:42.154350+00:00", "manually_created": true, "acc": 1.0, "meta_anns": {"Temporality": {"name": "Temporality", "value": "Current", "acc": 1.0, "validated": true}, "Experiencer": {"name": "Experiencer", "value": "Patient", "acc": 1.0, "validated": true}, "Skip": {"name": "Skip", "value": "Yes", "acc": 1.0, "validated": true}, "Negation": {"name": "Negation", "value": "No", "acc": 1.0, "validated": true}}}]}, {"id": 262817, "name": "Psych Text 2", "text": "\nThe patient was interviewed and examined on May 23, 2003, for the purpose of providing an independent medical evaluation. A physician/patient relationship was not established, there was no limit to confidentiality, nor was treatment rendered or advised. This was explained to the patient, he appeared to understand, and agreed to continue.\n\nIDENTIFYING DATA: Mr. T is a 45-year-old white male.\n\nCHIEF COMPLAINT: Mr. T presented with significant muscle tremor, constant headaches, excessive nervousness, poor concentration, and poor ability to focus. His confidence and self-esteem are significantly low. He stated he has excessive somnolence, his energy level is extremely low, motivation is low, and he has a lack for personal interests. He has had suicidal ideation, but this is currently in remission. Furthermore, he continues to have hopeless thoughts and crying spells. Mr. T stated these symptoms appeared approximately two months ago.\n\nHISTORY OF PRESENT ILLNESS: On March 25, 2003, Mr. T was fired from his job secondary, to an event at which he stated he was first being harassed by another employee.\" This other, employee had confronted Mr. T with a very aggressive, verbal style, where this employee had placed his face directly in front of Mr. T was spitting on him, and called him \"bitch.\" Mr. T then retaliated, and went to hit the other employee. Due to this event, Mr. T was fired. It should be noted that Mr. T stated he had been harassed by this individual for over a year and had reported the harassment to his boss and was told to \"deal with it.\"\n\nThere are no other apparent stressors in Mr. T's life at this time or in recent months. Mr. T stated that work was his entire life and he based his entire identity on his work ethic. It should be noted that Mr. T was a process engineer for Plum Industries for the past 14 years.\n\nPAST PSYCHIATRIC HISTORY: There is no evidence of any psychiatric hospitalizations or psychiatric interventions other than a recent visit to Mr. T's family physician, Dr. B at which point Mr. T was placed on Lexapro with an unknown dose at this time. Mr. T is currently seeing Dr. J for psychotherapy where he has been in treatment since April, 2003.\n\nPAST PSYCHIATRIC REVIEW OF SYSTEMS: Mr. T denied any history throughout his childhood, adolescence, and early adulthood for depressive, anxiety, or psychotic disorders. He denied any suicide attempts, or profound suicidal or homicidal ideation. Mr. T furthermore stated that his family psychiatric history is unremarkable.\n\nSUBSTANCE ABUSE HISTORY: Mr. T stated he used alcohol following his divorce in 1993, but has not used it for the last two years. No other substance abuse was noted.\n\nLEGAL HISTORY: Currently, charges are pending over the above described incident.\n\nMEDICAL HISTORY: Mr. T denied any hospitalizations, surgeries, or current medications use for any heart disease, lung disease, liver disease, kidney disease, gastrointestinal disease, neurological disease, closed head injury, endocrine disease, infectious, blood or muscles disease other than stating he has a hiatal hernia and hypercholesterolemia.\n\nPERSONAL AND SOCIAL HISTORY: Mr. T was born in Dwyne, Missouri, with no complications associated with his birth. Originally, he was raised by both parents, but they separated at an early age. When he was about seven years old, he was raised by his mother and stepfather. He did not sustain a relationship with his biological father from that time on. He stated his parents moved a lot, and because this many times he was picked on in his new environments, Mr. T stated he was, at times, a rebellious teenager, but he denied any significant inability to socialize, and denied any learning disabilities or the need for special education.\n\nMr. T stated his stepfather was somewhat verbally abusive, and that he committed suicide when Mr. T was 18 years old. He graduated from high school and began work at Dana Corporation for two to three years, after which he worked as an energy, auditor for a gas company. He then became a homemaker while his wife worked for Chrysler for approximately two years. Mr. T was married for eleven years, and divorced in 1993. He has a son who is currently 20 years old. After being a home maker, Mr. T worked for his mother in a restaurant, and moved on from there to work for Borg-Warner corporation for one to two years before beginning at Plum Industries, where he worked for 14 years and worked his way up to lead engineer.\n\nMental Status Exam: Mr. T presented with a hyper vigilant appearance, his eye contact was appropriate to the interview, and his motor behavior was tense. At times he showed some involuntary movements that would be more akin to a resting tremor. There was no psychomotor retardation, but there was some mild psychomotor excitement. His speech was clear, concise, but pressured. His attitude was overly negative and his mood was significant for moderate depression, anxiety, anhedonia and loneliness, and mild evidence of anger. There was no evidence of euphoria or diurnal mood variation. His affective expression was restricted range, but there was no evidence of lability. At times, his affective tone and facial expressions were inappropriate to the interview. There was no evidence of auditory, visual, olfactory, gustatory, tactile or visceral hallucinations. There was no evidence of illusions, depersonalizations, or derealizations. Mr. T presented with a sequential and goal directed stream of thought. There was no evidence of incoherence, irrelevance, evasiveness, circumstantiality, loose associations, or concrete thinking. There was no evidence of delusions; however, there was some ambivalence, guilt, and self-derogatory thoughts. There was evidence of concreteness for similarities and proverbs. His intelligence was average. His concentration was mildly impaired, and there was no evidence of distractibility. He was oriented to time, place, person and situation. There was no evidence of clouded consciousness or dissociation. His memory was intact for immediate, recent, and remote events.\n\nHe presented with poor appetite, easily fatigued, and decreased libidinal drive, as well as excessive somnolence. There was a moderate preoccupation with his physical health pertaining to his headaches. His judgment was poor for finances, family relations, social relations, employment, and, at this time, he had no future plans. Mr. T's insight is somewhat moderate as he is aware of his contribution to the problem. His motivation for getting well is good as he accepts offered treatment, complies with recommended treatment, and seeks effective treatments. He has a well-developed empathy for others and capacity for affection.\n\nThere was no evidence of entitlement, egocentricity, controllingness, intimidation, or manipulation. His credibility seemed good. There was no evidence for potential self-injury, suicide, or violence. The reliability and completeness of information was very good, and there were no barriers to communication. The information gathered was based on the patient's self-report and objective testing and observation. His attitude toward the examiner was neutral and his attitude toward the examination process was neutral. There was no evidence for indices of malingering as there was no marked discrepancy between claimed impairment and objective findings, and there was no lack of cooperation with the evaluation or poor compliance with treatment, and no evidence of antisocial personality disorder.\n\nIMPRESSIONS: Major Depressive Disorder, single episode\n\nRECOMMENDATIONS AND PLAN: I recommend Mr. T continue with psychopharmacologic care as well as psychotherapy. At this time, the excessive amount of psychiatric symptoms would impede Mr. T from seeking employment. Furthermore, it appears that the primary precipitating event had occurred on March 25, 2003, when Mr. T was fired from his job after being harassed for over a year. As Mr. T placed his entire identity and sense of survival on his work, this was a deafening blow to his psychological functioning. Furthermore, it only appears logical that this would precipitate a major depressive episode.\n", "last_modified": "2020-04-02 00:02:47.303308+00:00", "annotations": [{"id": 40121, "user": "admin", "cui": "C1269683", "value": "Major Depressive Disorder", "start": 7536, "end": 7561, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:31.292562+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40122, "user": "admin", "cui": "C0017178", "value": "gastrointestinal disease", "start": 2932, "end": 2956, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:24.838693+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40123, "user": "admin", "cui": "C0024517", "value": "major depressive episode", "start": 8154, "end": 8178, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:31.656745+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40124, "user": "admin", "cui": "C0751265", "value": "learning disabilities", "start": 3704, "end": 3725, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:25.895442+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40125, "user": "admin", "cui": "C0020443", "value": "hypercholesterolemia", "start": 3102, "end": 3122, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:25.748249+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40126, "user": "admin", "cui": "C0031212", "value": "personality disorder", "start": 7500, "end": 7520, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:31.134444+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40127, "user": "admin", "cui": "C2359473", "value": "neurological disease", "start": 2958, "end": 2978, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:24.977086+00:00", "manually_created": false, "acc": 0.35337355807170256, "meta_anns": {}}, {"id": 40128, "user": "admin", "cui": "C0233401", "value": "psychiatric symptoms", "start": 7726, "end": 7746, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:31.483498+00:00", "manually_created": false, "acc": 0.5378823791184829, "meta_anns": {}}, {"id": 40129, "user": "admin", "cui": "C0740858", "value": "SUBSTANCE ABUSE", "start": 2526, "end": 2541, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:23.879984+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40130, "user": "admin", "cui": "C0740858", "value": "substance abuse", "start": 2664, "end": 2679, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:24.023392+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40131, "user": "admin", "cui": "C0026848", "value": "muscles disease", "start": 3040, "end": 3055, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:25.434169+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40132, "user": "admin", "cui": "C0022658", "value": "kidney disease", "start": 2916, "end": 2930, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:24.689812+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40133, "user": "admin", "cui": "C0018524", "value": "hallucinations", "start": 5332, "end": 5346, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:28.234334+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40134, "user": "admin", "cui": "C0023895", "value": "liver disease", "start": 2901, "end": 2914, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:24.527514+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40135, "user": "admin", "cui": "C3489393", "value": "hiatal hernia", "start": 3084, "end": 3097, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:25.585901+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40136, "user": "admin", "cui": "C0018799", "value": "heart disease", "start": 2872, "end": 2885, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:24.181430+00:00", "manually_created": false, "acc": 0.49552588225246, "meta_anns": {}}, {"id": 40137, "user": "admin", "cui": "C0024115", "value": "lung disease", "start": 2887, "end": 2899, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:24.345946+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40138, "user": "admin", "cui": "C0086168", "value": "dissociation", "start": 6014, "end": 6026, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:29.432484+00:00", "manually_created": false, "acc": 0.297117240980866, "meta_anns": {}}, {"id": 40139, "user": "admin", "cui": "C0598853", "value": "for getting", "start": 6526, "end": 6537, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:30.268272+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40140, "user": "admin", "cui": "C2830004", "value": "somnolence", "start": 632, "end": 642, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:21.851607+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40141, "user": "admin", "cui": "C2830004", "value": "somnolence", "start": 6195, "end": 6205, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:29.909362+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40142, "user": "admin", "cui": "C0011570", "value": "depressive", "start": 2326, "end": 2336, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:23.256188+00:00", "manually_created": false, "acc": 0.4898083983681168, "meta_anns": {}}, {"id": 40143, "user": "admin", "cui": "C0011570", "value": "depression", "start": 4936, "end": 4946, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:27.117181+00:00", "manually_created": false, "acc": 0.39956867578663036, "meta_anns": {}}, {"id": 40144, "user": "admin", "cui": "C0018681", "value": "headaches", "start": 470, "end": 479, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:14.549292+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40145, "user": "admin", "cui": "C0033975", "value": "psychotic", "start": 2350, "end": 2359, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:23.420114+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40146, "user": "admin", "cui": "C0178417", "value": "anhedonia", "start": 4957, "end": 4966, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:27.308026+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40147, "user": "admin", "cui": "C0020903", "value": "illusions", "start": 5373, "end": 5382, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:28.371372+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40148, "user": "admin", "cui": "C0011253", "value": "delusions", "start": 5644, "end": 5653, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:28.895727+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40149, "user": "admin", "cui": "C0018681", "value": "headaches", "start": 6285, "end": 6294, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:30.077275+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40150, "user": "admin", "cui": "C0871764", "value": "COMPLAINT", "start": 402, "end": 411, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:09.291736+00:00", "manually_created": false, "acc": 0.3825371768649487, "meta_anns": {}}, {"id": 40151, "user": "admin", "cui": "C0012634", "value": "disorders", "start": 2360, "end": 2369, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:23.703110+00:00", "manually_created": false, "acc": 0.5192049896918833, "meta_anns": {}}, {"id": 40152, "user": "admin", "cui": "C0525045", "value": "affective", "start": 5076, "end": 5085, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:27.656209+00:00", "manually_created": false, "acc": 0.36617414967225814, "meta_anns": {}}, {"id": 40153, "user": "admin", "cui": "C0525045", "value": "affective", "start": 5172, "end": 5181, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:28.027477+00:00", "manually_created": false, "acc": 0.2806342119688313, "meta_anns": {}}, {"id": 40154, "user": "admin", "cui": "C0012634", "value": "affection", "start": 6713, "end": 6722, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:30.574730+00:00", "manually_created": false, "acc": 0.2725824817730614, "meta_anns": {}}, {"id": 40155, "user": "admin", "cui": "C0042693", "value": "violence", "start": 6916, "end": 6924, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:30.930184+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40156, "user": "admin", "cui": "C1457887", "value": "symptoms", "start": 896, "end": 904, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:22.191922+00:00", "manually_created": false, "acc": 0.40627345165821505, "meta_anns": {}}, {"id": 40157, "user": "admin", "cui": "C0015672", "value": "fatigued", "start": 6133, "end": 6141, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:29.755971+00:00", "manually_created": false, "acc": 0.2811832251489571, "meta_anns": {}}, {"id": 40158, "user": "admin", "cui": "C0221423", "value": "ILLNESS", "start": 964, "end": 971, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:22.506164+00:00", "manually_created": false, "acc": 0.6035347839291748, "meta_anns": {}}, {"id": 40159, "user": "admin", "cui": "C0032080", "value": "disease", "start": 3010, "end": 3017, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:25.279814+00:00", "manually_created": false, "acc": 0.5799793864752787, "meta_anns": {}}, {"id": 40160, "user": "admin", "cui": "C0040822", "value": "tremor", "start": 453, "end": 459, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:16.619926+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40161, "user": "admin", "cui": "C0040822", "value": "tremor", "start": 4721, "end": 4727, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:26.598053+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40162, "user": "admin", "cui": "C0233494", "value": "tense", "start": 4631, "end": 4636, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:26.248011+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40163, "user": "admin", "cui": "C0233684", "value": "guilt", "start": 5692, "end": 5697, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:29.240783+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40164, "user": "admin", "cui": "C2129214", "value": "loose", "start": 5577, "end": 5582, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:28.739187+00:00", "manually_created": false, "acc": 0.23746743244657817, "meta_anns": {}}, {"id": 40165, "user": "admin", "cui": "C0525045", "value": "mood", "start": 4902, "end": 4906, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:26.939723+00:00", "manually_created": false, "acc": 0.4134158251199113, "meta_anns": {}}, {"id": 40166, "user": "admin", "cui": "C0011884", "value": "Dr", "start": 2017, "end": 2019, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:22.806844+00:00", "manually_created": false, "acc": 0.26427841261871543, "meta_anns": {}}, {"id": 40167, "user": "admin", "cui": "C0011884", "value": "Dr", "start": 2127, "end": 2129, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:23.090949+00:00", "manually_created": false, "acc": 0.3070794653825749, "meta_anns": {}}]}, {"id": 262818, "name": "Psych Text 2", "text": "\nREASON FOR REFERRAL: The patient was referred to me by Dr. X of the Hospitalist Service at Children's Hospital due to a recent admission for pseudoseizures. This was a 90-minute initial intake completed on 10/19/2007 with the patient's mother. I have reviewed with her the boundaries of confidentiality and the treatment consent form, and she stated that she had understood these concepts.\n\nPRESENTING PROBLEM: It is reported that the patient was recently hospitalized and has been hospitalized in 2 occasions for pseudoseizure activity. These were confirmed by video EEG and consist of trembling, shaking, and things of that nature. She does have a history of focal seizures and perhaps simple seizures, which were diagnosed when she was 5 years old, but the seizure activity that was documented during the hospital stay is of a significant different quality. I had met with them in the hospital and introduced myself and gathered some basic background information, but this is a supplement to that information, which is contained within this chart. It was reported to me that she has been under considerable stress. First of all, it should be noted that the patient is developmentally delayed. Although she is 17 years old, she operates at about a fourth grade level. Mother reported that The patient becomes stressed because she thinks that everyone is against her, that she cannot do anything unless someone is there, that she needs a lot of direction, that she gets confused easily, that she thinks that people become angry at her, that she misinterprets what people are saying and thinks that they are upset. It is reported, the patient feels that her mother yells at her, and that is mad at her often. It was reported that in addition she recently has had change in her visitation with her father, that she within the last 6 months, has started seeing her father every other weekend after he had been discharged from prison. She reported that what is stress for her is that sometimes he does not always show up for visits or is late and that upsets her a lot and that she is upset when she has to leave him, also additional stressor is at school. She reports that she has no friends that she feels unwanted and picked on. She gets confused easily at school, worries about things, and believes that the teachers become angry with her. In regards to her mood, mother reported that she is usually happy, unless things do not go her way, and then, she becomes upset and says that nobody cares about her. She sits in the couch, she become angry, does not speak. Mother sends her to her room, and she calms down, takes a couple of deep breaths, and that passes. It is reported that the patient has \"always been this way\" and that is not a change in her behavior. Mother did think that she did seem a little more depressed, that she seems more lonely. Over the last few months, she has seemed a little bit more down because she does not have any friends and that she is bored. Mother reported that she frequently complains of being bored, but has always been this way. No sleep disturbance was noted. No changes in weight. No suicidal ideation. No deficits in energy were noted. Mother did report that she does tend to worry, but her worries tend to be because she gets confused, does not understand what she needs to do, and is quite rigid, but mother did not feel that the worry was actually affecting her functioning on a daily basis.\n\nDEVELOPMENTAL HISTORY: The patient was the 5 pound 12 ounce product of an unplanned pregnancy and normal spontaneous vaginal delivery. She was delivered at 36 weeks' gestation. Mother reported that she received prenatal care. Difficulties during the pregnancy were denied. The use of drugs, alcohol, tobacco during the pregnancy were denied. No eating or sleeping difficulties during the perinatal period were reported. Temperament was described as easy. The patient is described as a cuddly baby. In terms of serious injuries, they were denied. Serious illnesses: She has been diagnosed since age 5 with seizures. Mother was not able to tell me the exact kind of seizures, but it would appear from I could gather that they are focal seizures and possibly simple-to-complex partial seizures. The patient does not have a history of allergy or toileting problems. She is currently taking Trileptal 450 mg b.i.d., and she is currently taking Depakote, although she is going to be weaned off the Depakote by her neurologist. She is taking Prevacid and ibuprofen. The neurologist that she sees is Dr. Y here at Children's Hospital.\n\nFAMILY BACKGROUND: In terms of family background, the patient lives with her mother age 38 and her mother's partner, who is age 40, and with her 16-year-old sister who does not have any developmental delays. Mother had been married to the patient's father, but they were together as a couple beginning 1990, married in 1997, separated in 2002, and divorced in 2003; he lives in the ABC area and visits them every other Saturday, but there are no overnight visits. The paternal grandparents are both living here in California, but are separated. They are 3 paternal uncles and 2 paternal aunts. In terms of the maternal family, maternal grandmother and grandfather are deceased. Maternal grandfather deceased in 1991 due to cancer. Maternal grandmother deceased in 2001 due to cancer. There are 5 maternal aunts and 2 maternal uncles, all who live in California. She reported that the patient is particularly close to her maternal aunt, whose name is Carmen. Mother's partner had been married previously; he has 2 children from that relationship, a 23-year-old, and a 20-year-old female, who really are not part of the patient's daily life. In terms of other family background, it was reported that the mother's partner gets frustrated with The patient, does not completely understand the degree of her delay and how that may affect her ability to do things as well as her interpretation of things. The sister was described as having some resentment towards her older sister, that she feels like she was just to watch out for her, care for her, and that sister has always wanted to follow her around and do the things that she does. The biological father allegedly was in jail for a year due to drug possession. Mother reported that he had a problem with methamphetamine. In addition, she reported there is an accusation that he had molested their niece; however, she stated that there was a trial, and he was found to be not guilty of that. She stated there was no evidence that he had ever molested the patient or her sister. There had been quite a bit of chaos in the family when the mother and father were together. There was a lot of arguing. There were a lot of moves, there was domestic violence both from father to mother and mother to father consisting mostly of pushing and shoving by mother's report. The patient did observe this. After the separation, it was reported that there were continued difficulties that the father took the patient and her sister from school without mother's knowledge and had filed to get custody of them and actually ended up having custody of them for a month, and told the patient and her sister that the mother had abandoned them. Mother reported that they went to court, and there was a court order giving the mother custody back after the father went to jail. Mother stated that was approximately 5 years ago. In terms of current, mother reports that she currently works 2 jobs from 8 to 5 on Monday and Friday and from 6 to 10 on Monday, Wednesday's, and Friday's, but she does have the weekends off. The patient was reported also to have a job through her school on several weeknights.\n\nMother reported that she graduated from high school, had a year of college. She was an average student, had learning difficulties in reading. No psychological or drug or alcohol history was reported by mother. In terms of the biological father, mother stated that he graduated from high school, had a couple of years of college, was a good student, no learning problems or psychological problems for him were reported. Mother reported that he had a history of methamphetamine use.\n\nOther psychiatric history in the family was denied.\n\nSOCIAL HISTORY: She reported that the patient feels like she does not have any friends, that she is lonely and bored, really does not do much for fun. Her fun consists primarily of doing crafts with mother, sewing, painting, drawing, beadwork, and things like that. It was reported that she really feels that she is bored and does not have much to do.\n\nACADEMIC BACKGROUND: The patient is in the 11th grade at High School. She has 2 regular education classes, mother could not tell me what they were, but the rest of her classes are special education. Mother could not tell me what her IQ was, although she noticed she works at about a 4th or 5th grade level. Mother reported that the terminology most often used with the patient was developmental delay. Her counselor's name is Mr. XYZ, but she reported that overall she is a good student, but she does have sometimes some difficulties at school, becoming upset or angry regarding the little things that she does not seem to understand. It is reported that the patient feels that she has no friends at school that she is lonely, and that is she does not really care for school. She reported that the patient is involved in a work program through the school where she works at Pet Extreme on Mondays and Wednesdays from 3 to 8 p.m. where she stocks shelves. It is reported that she does not like to go to school because she feels like nobody likes her. She is not involved in any kind of clubs or groups at school. Mother reported that she is also not receiving CVRC services.\n\nPREVIOUS COUNSELING: Mother reported that she has been in counseling before, but mother could not give me any information about that, who did the counseling, or what it was about. She does receive evidently some peer counseling at school because she gets upset and needs help in calming down.\n\nDIAGNOSTIC SUMMARY AND IMPRESSION: It appears that the patient best qualifies for a diagnosis of conversion disorder, and information from Neurology suggests that the \"seizure episodes\" are not true seizures, but appear to be pseudoseizures. The patient is experiencing quite bit of stress with a lot of changes in her life, also difficulty in functioning likely due to her developmental delay makes it difficult for her to understand.\n\nPLAN: My plan is to meet with the patient in approximately 1 to 2 weeks to complete a clinical interview with her, and then to begin teaching coping skills as well as explore ways for reducing her stress.\n\nDSM IV DIAGNOSES:\nAXIS I: Conversion disorder (300.11).\nAXIS II: Diagnoses deferred.\nAXIS III: Seizure disorder.\nAXIS IV: Problems with primary support group, peer problems, and educational problems.\nAXIS V: Global assessment of functioning equals 60.\n", "last_modified": "2020-04-02 00:02:47.312885+00:00", "annotations": [{"id": 40168, "user": "admin", "cui": "C0424605", "value": "developmental delays", "start": 4754, "end": 4774, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:44.584268+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40169, "user": "admin", "cui": "C0424605", "value": "developmental delay", "start": 8969, "end": 8988, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:45.453878+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40170, "user": "admin", "cui": "C0424605", "value": "developmental delay", "start": 10431, "end": 10450, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:46.163451+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40171, "user": "admin", "cui": "C0037317", "value": "sleep disturbance", "start": 3073, "end": 3090, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:43.033259+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40172, "user": "admin", "cui": "C0221423", "value": "Serious illnesses", "start": 3986, "end": 4003, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:43.571018+00:00", "manually_created": false, "acc": 0.5323275368561449, "meta_anns": {}}, {"id": 40173, "user": "admin", "cui": "C0036572", "value": "seizure activity", "start": 761, "end": 777, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:41.671059+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40174, "user": "admin", "cui": "C0751495", "value": "focal seizures", "start": 662, "end": 676, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:41.352559+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40175, "user": "admin", "cui": "C0751495", "value": "focal seizures", "start": 4168, "end": 4182, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:44.087138+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40176, "user": "admin", "cui": "C1321587", "value": "deep breaths", "start": 2633, "end": 2645, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:42.677435+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40177, "user": "admin", "cui": "C0011570", "value": "depressed", "start": 2814, "end": 2823, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:42.867206+00:00", "manually_created": false, "acc": 0.4463628826738748, "meta_anns": {}}, {"id": 40178, "user": "admin", "cui": "C0036572", "value": "seizures", "start": 696, "end": 704, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:41.506904+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40179, "user": "admin", "cui": "C0009676", "value": "confused", "start": 1472, "end": 1480, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:42.003873+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40180, "user": "admin", "cui": "C0009676", "value": "confused", "start": 2239, "end": 2247, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:42.333429+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40181, "user": "admin", "cui": "C0009676", "value": "confused", "start": 3271, "end": 3279, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:43.380571+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40182, "user": "admin", "cui": "C0036572", "value": "seizures", "start": 4045, "end": 4053, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:43.721906+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40183, "user": "admin", "cui": "C0036572", "value": "seizures", "start": 4104, "end": 4112, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:43.905824+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40184, "user": "admin", "cui": "C0036572", "value": "seizures", "start": 4222, "end": 4230, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:44.244750+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40185, "user": "admin", "cui": "C0036572", "value": "seizures", "start": 10256, "end": 10264, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:45.983340+00:00", "manually_created": false, "acc": 1.0, "meta_anns": {}}, {"id": 40186, "user": "admin", "cui": "C0042693", "value": "violence", "start": 6761, "end": 6769, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:45.113225+00:00", "manually_created": false, "acc": 0.5207568729387311, "meta_anns": {}}, {"id": 40187, "user": "admin", "cui": "C0012634", "value": "disorder", "start": 10165, "end": 10173, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:45.621318+00:00", "manually_created": false, "acc": 0.4607705290520051, "meta_anns": {}}, {"id": 40188, "user": "admin", "cui": "C0012634", "value": "disorder", "start": 10803, "end": 10811, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:46.682912+00:00", "manually_created": false, "acc": 0.27637478713015495, "meta_anns": {}}, {"id": 40189, "user": "admin", "cui": "C0948008", "value": "regards", "start": 2345, "end": 2352, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:42.495178+00:00", "manually_created": false, "acc": 0.159337211157037, "meta_anns": {}}, {"id": 40190, "user": "admin", "cui": "C0036572", "value": "seizure", "start": 10225, "end": 10232, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:45.822372+00:00", "manually_created": false, "acc": 0.6469174173186296, "meta_anns": {}}, {"id": 40191, "user": "admin", "cui": "C0014544", "value": "Seizure", "start": 10795, "end": 10802, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:46.516113+00:00", "manually_created": false, "acc": 0.2791360767228189, "meta_anns": {}}, {"id": 40192, "user": "admin", "cui": "C0038443", "value": "stress", "start": 10691, "end": 10697, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:46.333634+00:00", "manually_created": false, "acc": 0.4382306562370382, "meta_anns": {}}, {"id": 40193, "user": "admin", "cui": "C0598853", "value": "gets", "start": 1467, "end": 1471, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:41.854249+00:00", "manually_created": false, "acc": 0.2795094592446681, "meta_anns": {}}, {"id": 40194, "user": "admin", "cui": "C0598853", "value": "gets", "start": 2234, "end": 2238, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:42.171073+00:00", "manually_created": false, "acc": 0.29605035852055084, "meta_anns": {}}, {"id": 40195, "user": "admin", "cui": "C0598853", "value": "gets", "start": 3266, "end": 3270, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:43.188890+00:00", "manually_created": false, "acc": 0.4586198144089846, "meta_anns": {}}, {"id": 40196, "user": "admin", "cui": "C0598853", "value": "gets", "start": 5787, "end": 5791, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:44.957745+00:00", "manually_created": false, "acc": 0.25609561014110926, "meta_anns": {}}, {"id": 40197, "user": "admin", "cui": "C0152244", "value": "ABC", "start": 4950, "end": 4953, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:44.780187+00:00", "manually_created": false, "acc": 0.21349838406864965, "meta_anns": {}}, {"id": 40198, "user": "admin", "cui": "C0242510", "value": "use", "start": 8176, "end": 8179, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:45.298889+00:00", "manually_created": false, "acc": 0.4148741715818776, "meta_anns": {}}, {"id": 40199, "user": "admin", "cui": "C0011884", "value": "Dr", "start": 56, "end": 58, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:41.179347+00:00", "manually_created": false, "acc": 0.5418885641080896, "meta_anns": {}}, {"id": 40200, "user": "admin", "cui": "C0011884", "value": "Dr", "start": 4532, "end": 4534, "validated": true, "correct": false, "deleted": true, "alternative": false, "killed": false, "last_modified": "2020-04-13 12:54:44.411609+00:00", "manually_created": false, "acc": 0.4307385537380527, "meta_anns": {}}]}]}]} \ No newline at end of file diff --git a/v1/medcat-trainer/notebook_docs/example_data/README.md b/v1/medcat-trainer/notebook_docs/example_data/README.md new file mode 100644 index 000000000..7280f2d1e --- /dev/null +++ b/v1/medcat-trainer/notebook_docs/example_data/README.md @@ -0,0 +1,4 @@ +# Example Data +The data in the following files is from http://mtsamples.com/ + +We have collated 20 records from the Neurology and Orthopedic notes for demonstration purposes only. \ No newline at end of file diff --git a/v1/medcat-trainer/notebook_docs/example_data/cardio.csv b/v1/medcat-trainer/notebook_docs/example_data/cardio.csv new file mode 100644 index 000000000..2791e8c49 --- /dev/null +++ b/v1/medcat-trainer/notebook_docs/example_data/cardio.csv @@ -0,0 +1,21 @@ +,name,chartdate,category,text +0,0-38541,01/01/2075,Cardiovascular / Pulmonary,"Dear Sample Doctor:,Thank you for referring Mr. for cardiac evaluation. is a 67-year-old, obese male who has a history of therapy-controlled hypertension, borderline diabetes, and obesity. He has a family history of coronary heart disease but denies any symptoms of angina pectoris or effort intolerance. Specifically, no chest discomfort of any kind, no dyspnea on exertion unless extreme exertion is performed, no orthopnea or PND. He is known to have a mother with coronary heart disease. He has never been a smoker. He has never had a syncopal episode, MI, or CVA. He had his gallbladder removed. No bleeding tendencies. No history of DVT or pulmonary embolism. The patient is retired, rarely consumes alcohol and consumes coffee moderately. He apparently has a sleep disorder, according to his wife (not in the office), the patient snores and stops breathing during sleep. He is allergic to codeine and aspirin (angioedema).,Physical exam revealed a middle-aged man weighing 283 pounds for a height of 5 feet 11 inches. His heart rate was 98 beats per minute and regular. His blood pressure was 140/80 mmHg in the right arm in a sitting position and 150/80 mmHg in a standing position. He is in no distress. Venous pressure is normal. Carotid pulsations are normal without bruits. The lungs are clear. Cardiac exam was normal. The abdomen was obese and organomegaly was not palpated. There were no pulsatile masses or bruits. The femoral pulses were 3+ in character with a symmetrical distribution and dorsalis pedis and posterior tibiales were 3+ in character. There was no peripheral edema. ,He had a chemistry profile, which suggests diabetes mellitus with a fasting blood sugar of 136 mg/dl. Renal function was normal. His lipid profile showed a slight increase in triglycerides with normal total cholesterol and HDL and an acceptable range of LDL. His sodium was a little bit increased. His A1c hemoglobin was increased. He had a spirometry, which was reported as normal. ,He had a resting electrocardiogram on December 20, 2002, which was also normal. He had a treadmill Cardiolite, which was performed only to stage 2 and was terminated by the supervising physician when the patient achieved 90% of the predicted maximum heart rate. There were no symptoms or ischemia by EKG. There was some suggestion of inferior wall ischemia with normal wall motion by Cardiolite imaging.,In summary, we have a 67-year-old gentleman with risk factors for coronary heart disease. I am concerned with possible diabetes and a likely metabolic syndrome of this gentleman with truncal obesity, hypertension, possible insulin resistance, and some degree of fasting hyperglycemia, as well as slight triglyceride elevation. He denies any symptoms of coronary heart disease, but he probably has some degree of coronary atherosclerosis, possibly affecting the inferior wall by functional testings. ,In view of the absence of symptoms, medical therapy is indicated at the present time, with very aggressive risk factor modification. I explained and discussed extensively with the patient, the benefits of regular exercise and a walking program was given to the patient. He also should start aggressively losing weight. I have requested additional testing today, which will include an apolipoprotein B, LPa lipoprotein, as well as homocystine, and cardio CRP to further assess his risk of atherosclerosis. ,In terms of medication, I have changed his verapamil for a long acting beta-blocker, he should continue on an ACE inhibitor and his Plavix. The patient is allergic to aspirin. I also will probably start him on a statin, if any of the studies that I have recommended come back abnormal and furthermore, if he is confirmed to have diabetes. Along this line, perhaps, we should consider obtaining the advice of an endocrinologist to decide whether this gentleman needs treatment for diabetes, which I believe he should. This, however, I will leave entirely up to you to decide. If indeed, he is considered to be a diabetic, a much more aggressive program should be entertained for reducing the risks of atherosclerosis in general, and coronary artery disease in particular.,I do not find an indication at this point in time to proceed with any further testing, such as coronary angiography, in the absence of symptoms.,If you have any further questions, please do not hesitate to let me know.,Thank you once again for this kind referral.,Sincerely,,Sample , M.D." +1,1-2220,01/01/2078,Cardiovascular / Pulmonary,"REASON FOR CONSULT: , Peripheral effusion on the CAT scan.,HISTORY OF PRESENT ILLNESS: , The patient is a 70-year-old Caucasian female with prior history of lung cancer, status post upper lobectomy. She was recently diagnosed with recurrent pneumonia and does have a cancer on the CAT scan, lung cancer with metastasis. The patient had a visiting nurse for Christmas and started having abdominal pain, nausea and vomiting for which, she was admitted. She had a CAT scan of the abdomen done, showed moderate pericardial effusion for which cardiology consult was requested. She had an echo done, which shows moderate pericardial effusion with early tamponade. The patient has underlying shortness of breath because of COPD, emphysema and chronic cough. However, denies any dizziness, syncope, presyncope, palpitation. Denies any prior history of coronary artery disease.,ALLERGIES: , No known drug allergies.,MEDICATIONS: , At this time, she is on hydromorphone p.r.n., erythromycin, ceftriaxone, calcium carbonate, Ambien. She is on oxygen and nebulizer.,PAST MEDICAL HISTORY: , History of COPD, emphysema, pneumonia, and lung cancer.,PAST SURGICAL HISTORY: ,Hip surgery and resection of the lung cancer 10 years ago.,SOCIAL HISTORY:, Still smokes, but less than before. Drinks socially.,FAMILY HISTORY:, Noncontributory.,REVIEW OF SYSTEMS: , Denies any syncope, presyncope, palpitations, shortness of breath, cough, nausea, vomiting, or diarrhea.,PHYSICAL EXAMINATION:,GENERAL: The patient is comfortable not in any distress.,VITAL SIGNS: Blood pressure 121/79, Pulse rate 94, respiratory rate 19, and temperature 97.6.,HEENT: Atraumatic and normocephalic.,NECK: Supple. No JVD. No carotid bruit.,CHEST: Breath sounds vesicular. Clear on auscultation.,HEART: PMI could not be localized. S2 and S2 regular. No S3, no S4. No murmur.,ABDOMEN: Soft and nontender. Positive bowel sounds.,EXTREMITIES: No cyanosis, clubbing, or edema. Pulse 2+.,CNS: Alert, awake, and oriented x3.,EKG shows normal sinus rhythm, low voltage.,LABORATORY DATA: , White cell count 7.3, hemoglobin 12.9, hematocrit 38.1, and platelet at 322,000. Sodium 135, potassium 5, BUN 6, creatinine 1.2, glucose 71, alkaline phosphatase 263, total protein 5.3, lipase 414, and amylase 57.,DIAGNOSTIC STUDIES:, Chest x-ray shows left upper lobe airspace disease consistent with pneumonia _______. CT abdomen showed diffuse replacement of the _______ metastasis, hepatomegaly, perihepatic ascites, moderate pericardial effusion, small left _______ sigmoid diverticulosis.,ASSESSMENT:,1. Moderate peripheral effusion with early tamponade, probably secondary to lung cancer.,2. Lung cancer with metastasis most likely.,3. Pneumonia.,4. COPD.,PLAN: , We will get CT surgery consult for pericardial window. Continue present medication." +2,2-70301,01/01/2078,Cardiovascular / Pulmonary,"REASON FOR CONSULT: , Peripheral effusion on the CAT scan.,HISTORY OF PRESENT ILLNESS: , The patient is a 70-year-old Caucasian female with prior history of lung cancer, status post upper lobectomy. She was recently diagnosed with recurrent pneumonia and does have a cancer on the CAT scan, lung cancer with metastasis. The patient had a visiting nurse for Christmas and started having abdominal pain, nausea and vomiting for which, she was admitted. She had a CAT scan of the abdomen done, showed moderate pericardial effusion for which cardiology consult was requested. She had an echo done, which shows moderate pericardial effusion with early tamponade. The patient has underlying shortness of breath because of COPD, emphysema and chronic cough. However, denies any dizziness, syncope, presyncope, palpitation. Denies any prior history of coronary artery disease.,ALLERGIES: , No known drug allergies.,MEDICATIONS: , At this time, she is on hydromorphone p.r.n., erythromycin, ceftriaxone, calcium carbonate, Ambien. She is on oxygen and nebulizer.,PAST MEDICAL HISTORY: , History of COPD, emphysema, pneumonia, and lung cancer.,PAST SURGICAL HISTORY: ,Hip surgery and resection of the lung cancer 10 years ago.,SOCIAL HISTORY:, Still smokes, but less than before. Drinks socially.,FAMILY HISTORY:, Noncontributory.,REVIEW OF SYSTEMS: , Denies any syncope, presyncope, palpitations, shortness of breath, cough, nausea, vomiting, or diarrhea.,PHYSICAL EXAMINATION:,GENERAL: The patient is comfortable not in any distress.,VITAL SIGNS: Blood pressure 121/79, Pulse rate 94, respiratory rate 19, and temperature 97.6.,HEENT: Atraumatic and normocephalic.,NECK: Supple. No JVD. No carotid bruit.,CHEST: Breath sounds vesicular. Clear on auscultation.,HEART: PMI could not be localized. S2 and S2 regular. No S3, no S4. No murmur.,ABDOMEN: Soft and nontender. Positive bowel sounds.,EXTREMITIES: No cyanosis, clubbing, or edema. Pulse 2+.,CNS: Alert, awake, and oriented x3.,EKG shows normal sinus rhythm, low voltage.,LABORATORY DATA: , White cell count 7.3, hemoglobin 12.9, hematocrit 38.1, and platelet at 322,000. Sodium 135, potassium 5, BUN 6, creatinine 1.2, glucose 71, alkaline phosphatase 263, total protein 5.3, lipase 414, and amylase 57.,DIAGNOSTIC STUDIES:, Chest x-ray shows left upper lobe airspace disease consistent with pneumonia _______. CT abdomen showed diffuse replacement of the _______ metastasis, hepatomegaly, perihepatic ascites, moderate pericardial effusion, small left _______ sigmoid diverticulosis.,ASSESSMENT:,1. Moderate peripheral effusion with early tamponade, probably secondary to lung cancer.,2. Lung cancer with metastasis most likely.,3. Pneumonia.,4. COPD.,PLAN: , We will get CT surgery consult for pericardial window. Continue present medication." +3,3-32213,01/01/2078,Cardiovascular / Pulmonary,"REASON FOR CONSULT: , Peripheral effusion on the CAT scan.,HISTORY OF PRESENT ILLNESS: , The patient is a 70-year-old Caucasian female with prior history of lung cancer, status post upper lobectomy. She was recently diagnosed with recurrent pneumonia and does have a cancer on the CAT scan, lung cancer with metastasis. The patient had a visiting nurse for Christmas and started having abdominal pain, nausea and vomiting for which, she was admitted. She had a CAT scan of the abdomen done, showed moderate pericardial effusion for which cardiology consult was requested. She had an echo done, which shows moderate pericardial effusion with early tamponade. The patient has underlying shortness of breath because of COPD, emphysema and chronic cough. However, denies any dizziness, syncope, presyncope, palpitation. Denies any prior history of coronary artery disease.,ALLERGIES: , No known drug allergies.,MEDICATIONS: , At this time, she is on hydromorphone p.r.n., erythromycin, ceftriaxone, calcium carbonate, Ambien. She is on oxygen and nebulizer.,PAST MEDICAL HISTORY: , History of COPD, emphysema, pneumonia, and lung cancer.,PAST SURGICAL HISTORY: ,Hip surgery and resection of the lung cancer 10 years ago.,SOCIAL HISTORY:, Still smokes, but less than before. Drinks socially.,FAMILY HISTORY:, Noncontributory.,REVIEW OF SYSTEMS: , Denies any syncope, presyncope, palpitations, shortness of breath, cough, nausea, vomiting, or diarrhea.,PHYSICAL EXAMINATION:,GENERAL: The patient is comfortable not in any distress.,VITAL SIGNS: Blood pressure 121/79, Pulse rate 94, respiratory rate 19, and temperature 97.6.,HEENT: Atraumatic and normocephalic.,NECK: Supple. No JVD. No carotid bruit.,CHEST: Breath sounds vesicular. Clear on auscultation.,HEART: PMI could not be localized. S2 and S2 regular. No S3, no S4. No murmur.,ABDOMEN: Soft and nontender. Positive bowel sounds.,EXTREMITIES: No cyanosis, clubbing, or edema. Pulse 2+.,CNS: Alert, awake, and oriented x3.,EKG shows normal sinus rhythm, low voltage.,LABORATORY DATA: , White cell count 7.3, hemoglobin 12.9, hematocrit 38.1, and platelet at 322,000. Sodium 135, potassium 5, BUN 6, creatinine 1.2, glucose 71, alkaline phosphatase 263, total protein 5.3, lipase 414, and amylase 57.,DIAGNOSTIC STUDIES:, Chest x-ray shows left upper lobe airspace disease consistent with pneumonia _______. CT abdomen showed diffuse replacement of the _______ metastasis, hepatomegaly, perihepatic ascites, moderate pericardial effusion, small left _______ sigmoid diverticulosis.,ASSESSMENT:,1. Moderate peripheral effusion with early tamponade, probably secondary to lung cancer.,2. Lung cancer with metastasis most likely.,3. Pneumonia.,4. COPD.,PLAN: , We will get CT surgery consult for pericardial window. Continue present medication." +4,4-39715,01/01/2078,Cardiovascular / Pulmonary,"REASON FOR CONSULT: , Peripheral effusion on the CAT scan.,HISTORY OF PRESENT ILLNESS: , The patient is a 70-year-old Caucasian female with prior history of lung cancer, status post upper lobectomy. She was recently diagnosed with recurrent pneumonia and does have a cancer on the CAT scan, lung cancer with metastasis. The patient had a visiting nurse for Christmas and started having abdominal pain, nausea and vomiting for which, she was admitted. She had a CAT scan of the abdomen done, showed moderate pericardial effusion for which cardiology consult was requested. She had an echo done, which shows moderate pericardial effusion with early tamponade. The patient has underlying shortness of breath because of COPD, emphysema and chronic cough. However, denies any dizziness, syncope, presyncope, palpitation. Denies any prior history of coronary artery disease.,ALLERGIES: , No known drug allergies.,MEDICATIONS: , At this time, she is on hydromorphone p.r.n., erythromycin, ceftriaxone, calcium carbonate, Ambien. She is on oxygen and nebulizer.,PAST MEDICAL HISTORY: , History of COPD, emphysema, pneumonia, and lung cancer.,PAST SURGICAL HISTORY: ,Hip surgery and resection of the lung cancer 10 years ago.,SOCIAL HISTORY:, Still smokes, but less than before. Drinks socially.,FAMILY HISTORY:, Noncontributory.,REVIEW OF SYSTEMS: , Denies any syncope, presyncope, palpitations, shortness of breath, cough, nausea, vomiting, or diarrhea.,PHYSICAL EXAMINATION:,GENERAL: The patient is comfortable not in any distress.,VITAL SIGNS: Blood pressure 121/79, Pulse rate 94, respiratory rate 19, and temperature 97.6.,HEENT: Atraumatic and normocephalic.,NECK: Supple. No JVD. No carotid bruit.,CHEST: Breath sounds vesicular. Clear on auscultation.,HEART: PMI could not be localized. S2 and S2 regular. No S3, no S4. No murmur.,ABDOMEN: Soft and nontender. Positive bowel sounds.,EXTREMITIES: No cyanosis, clubbing, or edema. Pulse 2+.,CNS: Alert, awake, and oriented x3.,EKG shows normal sinus rhythm, low voltage.,LABORATORY DATA: , White cell count 7.3, hemoglobin 12.9, hematocrit 38.1, and platelet at 322,000. Sodium 135, potassium 5, BUN 6, creatinine 1.2, glucose 71, alkaline phosphatase 263, total protein 5.3, lipase 414, and amylase 57.,DIAGNOSTIC STUDIES:, Chest x-ray shows left upper lobe airspace disease consistent with pneumonia _______. CT abdomen showed diffuse replacement of the _______ metastasis, hepatomegaly, perihepatic ascites, moderate pericardial effusion, small left _______ sigmoid diverticulosis.,ASSESSMENT:,1. Moderate peripheral effusion with early tamponade, probably secondary to lung cancer.,2. Lung cancer with metastasis most likely.,3. Pneumonia.,4. COPD.,PLAN: , We will get CT surgery consult for pericardial window. Continue present medication." +5,5-9560,01/01/2065,Cardiovascular / Pulmonary,"HISTORY OF PRESENT ILLNESS:, This 57-year-old black female was seen in my office on Month DD, YYYY for further evaluation and management of hypertension. Patient has severe backache secondary to disc herniation. Patient has seen an orthopedic doctor and is scheduled for surgery. Patient also came to my office for surgical clearance. Patient had cardiac cath approximately four years ago, which was essentially normal. Patient is documented to have morbid obesity and obstructive sleep apnea syndrome. Patient does not use a CPAP mask. Her exercise tolerance is eight to ten feet for shortness of breath. Patient also has two-pillow orthopnea. She has intermittent pedal edema.,PHYSICAL EXAMINATION: ,VITAL SIGNS: Blood pressure is 135/70. Respirations 18 per minute. Heart rate 70 beats per minute. Weight 258 pounds.,HEENT: Head normocephalic. Eyes, no evidence of anemia or jaundice. Oral hygiene is good. ,NECK: Supple. JVP is flat. Carotid upstroke is good. ,LUNGS: Clear. ,CARDIOVASCULAR: There is no murmur or gallop heard over the precordium. ,ABDOMEN: Soft. There is no hepatosplenomegaly. ,EXTREMITIES: The patient has no pedal edema. ,MEDICATIONS: ,1. BuSpar 50 mg daily.,2. Diovan 320/12.5 daily.,3. Lotrel 10/20 daily.,4. Zetia 10 mg daily.,5. Ambien 10 mg at bedtime.,6. Fosamax 70 mg weekly.,DIAGNOSES:,1. Controlled hypertension.,2. Morbid obesity.,3. Osteoarthritis.,4. Obstructive sleep apnea syndrome.,5. Normal coronary arteriogram.,6. Severe backache.,PLAN:,1. Echocardiogram, stress test.,2 Routine blood tests.,3. Sleep apnea study.,4. Patient will be seen again in my office in two weeks." +6,6-37028,01/01/2065,Cardiovascular / Pulmonary,"HISTORY OF PRESENT ILLNESS:, This 57-year-old black female was seen in my office on Month DD, YYYY for further evaluation and management of hypertension. Patient has severe backache secondary to disc herniation. Patient has seen an orthopedic doctor and is scheduled for surgery. Patient also came to my office for surgical clearance. Patient had cardiac cath approximately four years ago, which was essentially normal. Patient is documented to have morbid obesity and obstructive sleep apnea syndrome. Patient does not use a CPAP mask. Her exercise tolerance is eight to ten feet for shortness of breath. Patient also has two-pillow orthopnea. She has intermittent pedal edema.,PHYSICAL EXAMINATION: ,VITAL SIGNS: Blood pressure is 135/70. Respirations 18 per minute. Heart rate 70 beats per minute. Weight 258 pounds.,HEENT: Head normocephalic. Eyes, no evidence of anemia or jaundice. Oral hygiene is good. ,NECK: Supple. JVP is flat. Carotid upstroke is good. ,LUNGS: Clear. ,CARDIOVASCULAR: There is no murmur or gallop heard over the precordium. ,ABDOMEN: Soft. There is no hepatosplenomegaly. ,EXTREMITIES: The patient has no pedal edema. ,MEDICATIONS: ,1. BuSpar 50 mg daily.,2. Diovan 320/12.5 daily.,3. Lotrel 10/20 daily.,4. Zetia 10 mg daily.,5. Ambien 10 mg at bedtime.,6. Fosamax 70 mg weekly.,DIAGNOSES:,1. Controlled hypertension.,2. Morbid obesity.,3. Osteoarthritis.,4. Obstructive sleep apnea syndrome.,5. Normal coronary arteriogram.,6. Severe backache.,PLAN:,1. Echocardiogram, stress test.,2 Routine blood tests.,3. Sleep apnea study.,4. Patient will be seen again in my office in two weeks." +7,7-20061,01/01/2065,Cardiovascular / Pulmonary,"HISTORY OF PRESENT ILLNESS:, This 57-year-old black female was seen in my office on Month DD, YYYY for further evaluation and management of hypertension. Patient has severe backache secondary to disc herniation. Patient has seen an orthopedic doctor and is scheduled for surgery. Patient also came to my office for surgical clearance. Patient had cardiac cath approximately four years ago, which was essentially normal. Patient is documented to have morbid obesity and obstructive sleep apnea syndrome. Patient does not use a CPAP mask. Her exercise tolerance is eight to ten feet for shortness of breath. Patient also has two-pillow orthopnea. She has intermittent pedal edema.,PHYSICAL EXAMINATION: ,VITAL SIGNS: Blood pressure is 135/70. Respirations 18 per minute. Heart rate 70 beats per minute. Weight 258 pounds.,HEENT: Head normocephalic. Eyes, no evidence of anemia or jaundice. Oral hygiene is good. ,NECK: Supple. JVP is flat. Carotid upstroke is good. ,LUNGS: Clear. ,CARDIOVASCULAR: There is no murmur or gallop heard over the precordium. ,ABDOMEN: Soft. There is no hepatosplenomegaly. ,EXTREMITIES: The patient has no pedal edema. ,MEDICATIONS: ,1. BuSpar 50 mg daily.,2. Diovan 320/12.5 daily.,3. Lotrel 10/20 daily.,4. Zetia 10 mg daily.,5. Ambien 10 mg at bedtime.,6. Fosamax 70 mg weekly.,DIAGNOSES:,1. Controlled hypertension.,2. Morbid obesity.,3. Osteoarthritis.,4. Obstructive sleep apnea syndrome.,5. Normal coronary arteriogram.,6. Severe backache.,PLAN:,1. Echocardiogram, stress test.,2 Routine blood tests.,3. Sleep apnea study.,4. Patient will be seen again in my office in two weeks." +8,8-21954,01/01/2065,Cardiovascular / Pulmonary,"HISTORY OF PRESENT ILLNESS:, This 57-year-old black female was seen in my office on Month DD, YYYY for further evaluation and management of hypertension. Patient has severe backache secondary to disc herniation. Patient has seen an orthopedic doctor and is scheduled for surgery. Patient also came to my office for surgical clearance. Patient had cardiac cath approximately four years ago, which was essentially normal. Patient is documented to have morbid obesity and obstructive sleep apnea syndrome. Patient does not use a CPAP mask. Her exercise tolerance is eight to ten feet for shortness of breath. Patient also has two-pillow orthopnea. She has intermittent pedal edema.,PHYSICAL EXAMINATION: ,VITAL SIGNS: Blood pressure is 135/70. Respirations 18 per minute. Heart rate 70 beats per minute. Weight 258 pounds.,HEENT: Head normocephalic. Eyes, no evidence of anemia or jaundice. Oral hygiene is good. ,NECK: Supple. JVP is flat. Carotid upstroke is good. ,LUNGS: Clear. ,CARDIOVASCULAR: There is no murmur or gallop heard over the precordium. ,ABDOMEN: Soft. There is no hepatosplenomegaly. ,EXTREMITIES: The patient has no pedal edema. ,MEDICATIONS: ,1. BuSpar 50 mg daily.,2. Diovan 320/12.5 daily.,3. Lotrel 10/20 daily.,4. Zetia 10 mg daily.,5. Ambien 10 mg at bedtime.,6. Fosamax 70 mg weekly.,DIAGNOSES:,1. Controlled hypertension.,2. Morbid obesity.,3. Osteoarthritis.,4. Obstructive sleep apnea syndrome.,5. Normal coronary arteriogram.,6. Severe backache.,PLAN:,1. Echocardiogram, stress test.,2 Routine blood tests.,3. Sleep apnea study.,4. Patient will be seen again in my office in two weeks." +9,9-33737,01/01/2060,Cardiovascular / Pulmonary,"PROCEDURE: , Endotracheal intubation.,INDICATION: , Respiratory failure.,BRIEF HISTORY: , The patient is a 52-year-old male with metastatic osteogenic sarcoma. He was admitted two days ago with small bowel obstruction. He has been on Coumadin for previous PE and currently on heparin drip. He became altered and subsequently deteriorated quite rapidly to the point where he is no longer breathing on his own and has minimal responsiveness. A code blue was called. On my arrival, the patient's vital signs are stable. His blood pressure is systolically in 140s and heart rate 80s. He however has 0 respiratory effort and is unresponsive to even painful stimuli. The patient was given etomidate 20 mg.,DESCRIPTION OF PROCEDURE: ,The patient positioned appropriate equipment at the bedside, given 20 mg of etomidate and 100 mg of succinylcholine. Mac-4 blade was used. A 7.5 ET tube placed to 24th teeth. There is good color change on the capnographer with bilateral breath sounds. Following intubation, the patient's blood pressure began to drop. He was given 2 L of bolus. I started him on dopamine drip at 10 mcg. Dr. X was at the bedside, who is the primary caregiver, he assumed the care of the patient, will be transferred to the ICU. Chest x-ray will be reviewed and Pulmonary will be consulted." +10,10-30713,01/01/2069,Cardiovascular / Pulmonary,"CHIEF COMPLAINT:, Rule out obstructive sleep apnea syndrome.,Sample Patient is a pleasant, 61-year-old, obese, African-American male with a past medical history significant for hypertension, who presents to the Outpatient Clinic with complaints of loud snoring and witnessed apnea episodes by his wife for at least the past five years. He denies any gasping, choking, or coughing episodes while asleep at night. His bedtime is between 10 to 11 p.m., has no difficulty falling asleep, and is usually out of bed around 7 a.m. feeling refreshed. He has two to three episodes of nocturia per night. He denies any morning symptoms. He has mild excess daytime sleepiness manifested by dozing off during boring activities.,PAST MEDICAL HISTORY:, Hypertension, gastritis, and low back pain.,PAST SURGICAL HISTORY:, TURP.,MEDICATIONS:, Hytrin, Motrin, Lotensin, and Zantac.,ALLERGIES:, None.,FAMILY HISTORY:, Hypertension.,SOCIAL HISTORY:, Significant for about a 20-pack-year tobacco use, quit in 1991. No ethanol use or illicit drug use. He is married. He has one dog at home. He used to be employed at Budd Automotors as a die setter for about 37 to 40 years.,REVIEW OF SYSTEMS:, His weight has been steady over the years. Neck collar size is 17½"". He denies any chest pain, cough, or shortness of breath. Last chest x-ray within the past year, per his report, was normal.,PHYSICAL EXAM:, A pleasant, obese, African-American male in no apparent respiratory distress. T: 98. P: 90. RR: 20. BP: 156/90. O2 saturation: 97% on room air. Ht: 5' 5"". Wt: 198 lb. HEENT: A short thick neck, low-hanging palate, enlarged scalloped tongue, narrow foreshortened pharynx, clear nares, and no JVD. CARDIAC: Regular rate and rhythm without any adventitious sounds. CHEST: Clear lungs bilaterally. ABDOMEN: An obese abdomen with active bowel sounds. EXTREMITIES: No cyanosis, clubbing, or edema. NEUROLOGIC: Non-focal.,IMPRESSION:,1. Probable obstructive sleep apnea syndrome.,2. Hypertension.,3. Obesity.,4. History of tobacco use.,PLAN:,1. We will schedule an overnight sleep study to evaluate obstructive sleep apnea syndrome.,2. Encouraged weight loss.,3. Check TSH.,4. Asked not to drive and engage in any activity that could endanger himself or others while sleepy.,5. Asked to return to the clinic one week after sleep the study is done." +11,11-66650,01/01/2069,Cardiovascular / Pulmonary,"INDICATIONS FOR PROCEDURE:, This is a 61-year-old, white male with onset of chest pain at 04: 30 this morning, with history of on and off chest discomfort over the past several days. CPK is already over 1000. There is ST elevation in leads II and aVF, as well as a Q wave. The chest pain is now gone, mild residual shortness of breath, no orthopnea. Cardiac monitor shows resolution of ST elevation lead III.,DESCRIPTION OF PROCEDURE:, Following sterile prep and drape of the right groin, installation of 1% Xylocaine anesthesia, the right common femoral artery was percutaneously entered and 6-French sheath inserted. ACT approximately 165 seconds on heparin. Borderline hypotension 250 mL fluid bolus given and nitroglycerin patch removed. Selective left and right coronary injections performed using Judkins coronary catheters with a 6-French pigtail catheter used to obtain left ventricular pressures and left ventriculography. Left pullback pressure. Sheath injection. Hemostasis obtained with a 6-French Angio-Seal device. He tolerated the procedure well and was transported to the Cardiac Step-Down Unit in stable condition.,HEMODYNAMIC DATA:, Left ventricular end diastolic pressure elevated post A-wave at 25 mm of Mercury with no aortic valve systolic gradient on pullback.,ANGIOGRAPHIC FINDINGS:,I. Left coronary artery: The left main coronary artery is unremarkable. The left anterior descending has 30 to 40% narrowing with tortuosity in its proximal portion, patent first septal perforator branch. The first diagonal branch is a 2 mm vessel with a 90% ostial stenosis. The second diagonal branch is unremarkable, as are the tiny distal diagonal branches. The intermediate branch is a small, normal vessel. The ostial non-dominant circumflex has some contrast thinning, but no stenosis, normal obtuse marginal branch, and small AV sulcus circumflex branch.,II. Right coronary artery: The right coronary artery is a large, dominant vessel which gives off large posterior descending and posterolateral left ventricular branches. There are luminal irregularities, less than 25%, within the proximal to mid vessel. Some contrast thinning is present in the distal RCA just before the bifurcation into posterior descending and posterolateral branches. A 25%, smooth narrowing at the origin of the posterior descending branch. Posterolateral branch is unremarkable and quite large, with secondary and tertiary branches.,III. Left ventriculogram: The left ventricle is normal in size. Ejection fraction estimated at 40 to 45%. No mitral regurgitation. Severe hypokinesis to akinesis is present in the posterobasal and posteromedial segments with normal anteroapical wall motion.,DISCUSSION:, Recent inferior myocardial infarction with only minor contrast thinning distal RCA remaining on coronary angiography with resolution of chest pain and ST segment elevation. Left coronary system has one hemodynamically significant stenosis (a 90% ostial stenosis at the first diagonal branch, which is a 2 mm vessel). Left ventricular function is reduced with ejection fraction 40 to 45% with inferior wall motion abnormality.,PLAN:, Medical treatment, including Plavix and nitrates, in addition to beta blocker, aspirin, and aggressive lipid reduction." +12,12-24031,01/01/2060,Cardiovascular / Pulmonary,"PROCEDURE: , Endotracheal intubation.,INDICATION: , Respiratory failure.,BRIEF HISTORY: , The patient is a 52-year-old male with metastatic osteogenic sarcoma. He was admitted two days ago with small bowel obstruction. He has been on Coumadin for previous PE and currently on heparin drip. He became altered and subsequently deteriorated quite rapidly to the point where he is no longer breathing on his own and has minimal responsiveness. A code blue was called. On my arrival, the patient's vital signs are stable. His blood pressure is systolically in 140s and heart rate 80s. He however has 0 respiratory effort and is unresponsive to even painful stimuli. The patient was given etomidate 20 mg.,DESCRIPTION OF PROCEDURE: ,The patient positioned appropriate equipment at the bedside, given 20 mg of etomidate and 100 mg of succinylcholine. Mac-4 blade was used. A 7.5 ET tube placed to 24th teeth. There is good color change on the capnographer with bilateral breath sounds. Following intubation, the patient's blood pressure began to drop. He was given 2 L of bolus. I started him on dopamine drip at 10 mcg. Dr. X was at the bedside, who is the primary caregiver, he assumed the care of the patient, will be transferred to the ICU. Chest x-ray will be reviewed and Pulmonary will be consulted." +13,13-59100,01/01/2060,Cardiovascular / Pulmonary,"PROCEDURE: , Endotracheal intubation.,INDICATION: , Respiratory failure.,BRIEF HISTORY: , The patient is a 52-year-old male with metastatic osteogenic sarcoma. He was admitted two days ago with small bowel obstruction. He has been on Coumadin for previous PE and currently on heparin drip. He became altered and subsequently deteriorated quite rapidly to the point where he is no longer breathing on his own and has minimal responsiveness. A code blue was called. On my arrival, the patient's vital signs are stable. His blood pressure is systolically in 140s and heart rate 80s. He however has 0 respiratory effort and is unresponsive to even painful stimuli. The patient was given etomidate 20 mg.,DESCRIPTION OF PROCEDURE: ,The patient positioned appropriate equipment at the bedside, given 20 mg of etomidate and 100 mg of succinylcholine. Mac-4 blade was used. A 7.5 ET tube placed to 24th teeth. There is good color change on the capnographer with bilateral breath sounds. Following intubation, the patient's blood pressure began to drop. He was given 2 L of bolus. I started him on dopamine drip at 10 mcg. Dr. X was at the bedside, who is the primary caregiver, he assumed the care of the patient, will be transferred to the ICU. Chest x-ray will be reviewed and Pulmonary will be consulted." +14,14-47085,01/01/2049,Cardiovascular / Pulmonary,"HISTORY OF PRESENT ILLNESS: , The patient is a 41-year-old African-American male previously well known to me. He has a previous history of aortic valve disease, status post aortic valve replacement on 10/15/2007, for which he has been on chronic anticoagulation. There is a previous history of paroxysmal atrial fibrillation and congestive heart failure, both of which have been stable prior to this admission. He has a previous history of transient ischemic attack with no residual neurologic deficits.,The patient has undergone surgery by Dr. X for attempted nephrolithotomy. The patient has experienced significant postoperative bleeding, for which it has been necessary to discontinue all anticoagulation. The patient is presently seen at the request of Dr. X for management of anticoagulation and his above heart disease.,PAST MEDICAL AND SURGICAL HISTORY:,1. Type I diabetes mellitus.,2. Hyperlipidemia.,3. Hypertension.,4. Morbid obesity.,5. Sleep apnea syndrome.,6. Status post thyroidectomy for thyroid carcinoma.,REVIEW OF SYSTEMS:,General: Unremarkable.,Cardiopulmonary: No chest pain, shortness of breath, palpitations, or dizziness.,Gastrointestinal: Unremarkable.,Genitourinary: See above.,Musculoskeletal: Unremarkable.,Neurologic: Unremarkable.,FAMILY HISTORY: , There are no family members with coronary artery disease. His mother has congestive heart failure.,SOCIAL HISTORY: ,The patient is married. He lives with his wife. He is employed as a barber. He does not use alcohol, tobacco, or illicit drugs.,MEDICATIONS PRIOR TO ADMISSION:,1. Clonidine 0.3 mg b.i.d.,2. Atenolol 50 mg daily.,3. Simvastatin 80 mg daily.,4. Furosemide 40 mg daily.,5. Metformin 1000 mg b.i.d.,6. Hydralazine 25 mg t.i.d.,7. Diovan 320 mg daily.,8. Lisinopril 40 mg daily.,9. Amlodipine 10 mg daily.,10. Lantus insulin 50 units q.p.m.,11. KCl 20 mEq daily.,12. NovoLog sliding scale insulin coverage.,13. Warfarin 7.5 mg daily.,14. Levothyroxine 0.2 mg daily.,15. Folic acid 1 mg daily.,ALLERGIES: , None.,PHYSICAL EXAMINATION:,General: A well-appearing, obese black male.,Vital Signs: BP 140/80, HR 88, respirations 16, and afebrile.,HEENT: Grossly normal.,Neck: Normal. Thyroid, normal. Carotid, normal upstroke, no bruits.,Chest: Midline sternotomy scar.,Lungs: Clear.,Heart: PMI fifth intercostal space mid clavicular line. Normal S1 and prosthetic S2. No murmur, rub, gallop, or click.,Abdomen: Soft and nontender. No palpable mass or hepatosplenomegaly." +15,15-16812,01/01/2049,Cardiovascular / Pulmonary,"MEDICATIONS: , Plavix, atenolol, Lipitor, and folic acid.,CLINICAL HISTORY: ,This is a 41-year-old male patient who comes in with chest pain, had had a previous MI in 07/2003 and stents placement in 2003, who comes in for a stress myocardial perfusion scan.,With the patient at rest, 10.3 mCi of Cardiolite technetium-99 m sestamibi was injected and myocardial perfusion imaging was obtained.,PROCEDURE AND INTERPRETATION: ,The patient exercised for a total of 12 minutes on the standard Bruce protocol. The peak workload was 12.8 METS. The resting heart rate was 57 beats per minute and the peak heart rate was 123 beats per minute, which was 69% of the age-predicted maximum heart rate response. The blood pressure response was normal with a resting blood pressure of 130/100 and a peak blood pressure of 158/90. The test was stopped due to fatigue and leg pain. EKG at rest showed normal sinus rhythm. The peak stress EKG did not reveal any ischemic ST-T wave abnormalities. There was ventricular bigeminy seen during exercise, but no sustained tachycardia was seen. At peak, there was no chest pain noted. The test was stopped due to fatigue and left pain. At peak stress, the patient was injected with 30.3 mCi of Cardiolite technetium-99 m sestamibi and myocardial perfusion imaging was obtained, and was compared to resting myocardial perfusion imaging.,MYOCARDIAL PERFUSION IMAGING:,1. The overall quality of the scan was good.,2. There was no diagnostic abnormality on the rest and stress myocardial perfusion imaging.,3. The left ventricular cavity appeared normal in size.,4. Gated SPECT images revealed mild septal hypokinesis and mild apical hypokinesis. Overall left ventricular systolic function was low normal with calculated ejection fraction of 46% at rest.,CONCLUSIONS:,1. Good exercise tolerance.,2. Less than adequate cardiac stress. The patient was on beta-blocker therapy.,3. No EKG evidence of stress induced ischemia.,4. No chest pain with stress.,5. Mild ventricular bigeminy with exercise.,6. No diagnostic abnormality on the rest and stress myocardial perfusion imaging.,7. Gated SPECT images revealed septal and apical hypokinesis with overall low normal left ventricular systolic function with calculated ejection fraction of 46% at rest." +16,16-30755,01/01/2049,Cardiovascular / Pulmonary,"MEDICATIONS: , Plavix, atenolol, Lipitor, and folic acid.,CLINICAL HISTORY: ,This is a 41-year-old male patient who comes in with chest pain, had had a previous MI in 07/2003 and stents placement in 2003, who comes in for a stress myocardial perfusion scan.,With the patient at rest, 10.3 mCi of Cardiolite technetium-99 m sestamibi was injected and myocardial perfusion imaging was obtained.,PROCEDURE AND INTERPRETATION: ,The patient exercised for a total of 12 minutes on the standard Bruce protocol. The peak workload was 12.8 METS. The resting heart rate was 57 beats per minute and the peak heart rate was 123 beats per minute, which was 69% of the age-predicted maximum heart rate response. The blood pressure response was normal with a resting blood pressure of 130/100 and a peak blood pressure of 158/90. The test was stopped due to fatigue and leg pain. EKG at rest showed normal sinus rhythm. The peak stress EKG did not reveal any ischemic ST-T wave abnormalities. There was ventricular bigeminy seen during exercise, but no sustained tachycardia was seen. At peak, there was no chest pain noted. The test was stopped due to fatigue and left pain. At peak stress, the patient was injected with 30.3 mCi of Cardiolite technetium-99 m sestamibi and myocardial perfusion imaging was obtained, and was compared to resting myocardial perfusion imaging.,MYOCARDIAL PERFUSION IMAGING:,1. The overall quality of the scan was good.,2. There was no diagnostic abnormality on the rest and stress myocardial perfusion imaging.,3. The left ventricular cavity appeared normal in size.,4. Gated SPECT images revealed mild septal hypokinesis and mild apical hypokinesis. Overall left ventricular systolic function was low normal with calculated ejection fraction of 46% at rest.,CONCLUSIONS:,1. Good exercise tolerance.,2. Less than adequate cardiac stress. The patient was on beta-blocker therapy.,3. No EKG evidence of stress induced ischemia.,4. No chest pain with stress.,5. Mild ventricular bigeminy with exercise.,6. No diagnostic abnormality on the rest and stress myocardial perfusion imaging.,7. Gated SPECT images revealed septal and apical hypokinesis with overall low normal left ventricular systolic function with calculated ejection fraction of 46% at rest." +17,17-20736,01/01/2049,Cardiovascular / Pulmonary,"HISTORY OF PRESENT ILLNESS: , The patient is a 41-year-old African-American male previously well known to me. He has a previous history of aortic valve disease, status post aortic valve replacement on 10/15/2007, for which he has been on chronic anticoagulation. There is a previous history of paroxysmal atrial fibrillation and congestive heart failure, both of which have been stable prior to this admission. He has a previous history of transient ischemic attack with no residual neurologic deficits.,The patient has undergone surgery by Dr. X for attempted nephrolithotomy. The patient has experienced significant postoperative bleeding, for which it has been necessary to discontinue all anticoagulation. The patient is presently seen at the request of Dr. X for management of anticoagulation and his above heart disease.,PAST MEDICAL AND SURGICAL HISTORY:,1. Type I diabetes mellitus.,2. Hyperlipidemia.,3. Hypertension.,4. Morbid obesity.,5. Sleep apnea syndrome.,6. Status post thyroidectomy for thyroid carcinoma.,REVIEW OF SYSTEMS:,General: Unremarkable.,Cardiopulmonary: No chest pain, shortness of breath, palpitations, or dizziness.,Gastrointestinal: Unremarkable.,Genitourinary: See above.,Musculoskeletal: Unremarkable.,Neurologic: Unremarkable.,FAMILY HISTORY: , There are no family members with coronary artery disease. His mother has congestive heart failure.,SOCIAL HISTORY: ,The patient is married. He lives with his wife. He is employed as a barber. He does not use alcohol, tobacco, or illicit drugs.,MEDICATIONS PRIOR TO ADMISSION:,1. Clonidine 0.3 mg b.i.d.,2. Atenolol 50 mg daily.,3. Simvastatin 80 mg daily.,4. Furosemide 40 mg daily.,5. Metformin 1000 mg b.i.d.,6. Hydralazine 25 mg t.i.d.,7. Diovan 320 mg daily.,8. Lisinopril 40 mg daily.,9. Amlodipine 10 mg daily.,10. Lantus insulin 50 units q.p.m.,11. KCl 20 mEq daily.,12. NovoLog sliding scale insulin coverage.,13. Warfarin 7.5 mg daily.,14. Levothyroxine 0.2 mg daily.,15. Folic acid 1 mg daily.,ALLERGIES: , None.,PHYSICAL EXAMINATION:,General: A well-appearing, obese black male.,Vital Signs: BP 140/80, HR 88, respirations 16, and afebrile.,HEENT: Grossly normal.,Neck: Normal. Thyroid, normal. Carotid, normal upstroke, no bruits.,Chest: Midline sternotomy scar.,Lungs: Clear.,Heart: PMI fifth intercostal space mid clavicular line. Normal S1 and prosthetic S2. No murmur, rub, gallop, or click.,Abdomen: Soft and nontender. No palpable mass or hepatosplenomegaly." +18,18-53713,01/01/2046,Cardiovascular / Pulmonary,"REASON FOR CONSULTATION: , Management of blood pressure.,HISTORY OF PRESENT ILLNESS: , The patient is a 38-year-old female admitted following a delivery. The patient had a cesarean section. Following this, the patient was treated for her blood pressure. She was sent home and she came back again apparently with uncontrolled blood pressure. She is on multiple medications, unable to control the blood pressure. From cardiac standpoint, the patient denies any symptoms of chest pain, or shortness of breath. She complains of fatigue and tiredness. The child had some congenital anomaly, was transferred to Hospital, where the child has had surgery. The patient is in intensive care unit.,CORONARY RISK FACTORS:, History of hypertension, history of gestational diabetes mellitus, nonsmoker, and cholesterol is normal. No history of established coronary artery disease and family history noncontributory for coronary disease.,FAMILY HISTORY: , Nonsignificant.,SURGICAL HISTORY: ,No major surgery except for C-section.,MEDICATIONS:, Presently on Cardizem and metoprolol were discontinued. Started on hydralazine 50 mg t.i.d., and labetalol 200 mg b.i.d., hydrochlorothiazide, and insulin supplementation.,ALLERGIES: , None.,PERSONAL HISTORY: , Nonsmoker. Does not consume alcohol. No history of recreational drug use.,PAST MEDICAL HISTORY:, Hypertension, gestational diabetes mellitus, pre-eclampsia, this is her third child with one miscarriage.,REVIEW OF SYSTEMS:,CONSTITUTIONAL: No history of fever, rigors, or chills.,HEENT: No history of cataract, blurry vision, or glaucoma.,CARDIOVASCULAR: No congestive heart. No arrhythmia.,RESPIRATORY: No history of pneumonia or valley fever.,GASTROINTESTINAL: No epigastric discomfort, hematemesis, or melena.,UROLOGIC: No frequency or urgency.,MUSCULOSKELETAL: No arthritis or muscle weakness.,SKIN: Nonsignificant.,NEUROLOGICAL: No TIA. No CVA. No seizure disorder.,PHYSICAL EXAMINATION:,VITAL SIGNS: Pulse of 86, blood pressure 175/86, afebrile, and respiratory rate 16 per minute.,HEENT: Atraumatic and normocephalic.,NECK: Neck veins are flat.,LUNGS: Clear.,HEART: S1 and S2 regular.,ABDOMEN: Soft and nontender.,EXTREMITIES: No edema. Pulses palpable.,LABORATORY DATA: , EKG shows sinus tachycardia with nonspecific ST-T changes. Labs were noted. BUN and creatinine within normal limits.,IMPRESSION:,1. Preeclampsia, status post delivery with Cesarean section with uncontrolled blood pressure.,2. No prior history of cardiac disease except for borderline gestational diabetes mellitus.,RECOMMENDATIONS:,1. We will get an echocardiogram for assessment left ventricular function.,2. The patient will start on labetalol and hydralazine to see how see fairs.,3. Based on response to medication, we will make further adjustments. Discussed with the patient regarding plan of care, fully understands and consents for the same. All the questions answered in detail." +19,19-31513,01/01/2046,Cardiovascular / Pulmonary,"REASON FOR CONSULTATION: , Management of blood pressure.,HISTORY OF PRESENT ILLNESS: , The patient is a 38-year-old female admitted following a delivery. The patient had a cesarean section. Following this, the patient was treated for her blood pressure. She was sent home and she came back again apparently with uncontrolled blood pressure. She is on multiple medications, unable to control the blood pressure. From cardiac standpoint, the patient denies any symptoms of chest pain, or shortness of breath. She complains of fatigue and tiredness. The child had some congenital anomaly, was transferred to Hospital, where the child has had surgery. The patient is in intensive care unit.,CORONARY RISK FACTORS:, History of hypertension, history of gestational diabetes mellitus, nonsmoker, and cholesterol is normal. No history of established coronary artery disease and family history noncontributory for coronary disease.,FAMILY HISTORY: , Nonsignificant.,SURGICAL HISTORY: ,No major surgery except for C-section.,MEDICATIONS:, Presently on Cardizem and metoprolol were discontinued. Started on hydralazine 50 mg t.i.d., and labetalol 200 mg b.i.d., hydrochlorothiazide, and insulin supplementation.,ALLERGIES: , None.,PERSONAL HISTORY: , Nonsmoker. Does not consume alcohol. No history of recreational drug use.,PAST MEDICAL HISTORY:, Hypertension, gestational diabetes mellitus, pre-eclampsia, this is her third child with one miscarriage.,REVIEW OF SYSTEMS:,CONSTITUTIONAL: No history of fever, rigors, or chills.,HEENT: No history of cataract, blurry vision, or glaucoma.,CARDIOVASCULAR: No congestive heart. No arrhythmia.,RESPIRATORY: No history of pneumonia or valley fever.,GASTROINTESTINAL: No epigastric discomfort, hematemesis, or melena.,UROLOGIC: No frequency or urgency.,MUSCULOSKELETAL: No arthritis or muscle weakness.,SKIN: Nonsignificant.,NEUROLOGICAL: No TIA. No CVA. No seizure disorder.,PHYSICAL EXAMINATION:,VITAL SIGNS: Pulse of 86, blood pressure 175/86, afebrile, and respiratory rate 16 per minute.,HEENT: Atraumatic and normocephalic.,NECK: Neck veins are flat.,LUNGS: Clear.,HEART: S1 and S2 regular.,ABDOMEN: Soft and nontender.,EXTREMITIES: No edema. Pulses palpable.,LABORATORY DATA: , EKG shows sinus tachycardia with nonspecific ST-T changes. Labs were noted. BUN and creatinine within normal limits.,IMPRESSION:,1. Preeclampsia, status post delivery with Cesarean section with uncontrolled blood pressure.,2. No prior history of cardiac disease except for borderline gestational diabetes mellitus.,RECOMMENDATIONS:,1. We will get an echocardiogram for assessment left ventricular function.,2. The patient will start on labetalol and hydralazine to see how see fairs.,3. Based on response to medication, we will make further adjustments. Discussed with the patient regarding plan of care, fully understands and consents for the same. All the questions answered in detail." diff --git a/v1/medcat-trainer/notebook_docs/example_data/neuro.csv b/v1/medcat-trainer/notebook_docs/example_data/neuro.csv new file mode 100644 index 000000000..7a2c198f4 --- /dev/null +++ b/v1/medcat-trainer/notebook_docs/example_data/neuro.csv @@ -0,0 +1,21 @@ +,subject_id,chartdate,category,text,name +0,12,01/01/2083,Neurology,"SUBJECTIVE:, The patient is a 75-year-old female who comes in today with concerns of having a stroke. She states she feels like she has something in her throat. She started with some dizziness this morning and some left hand and left jaw numbness. She said that she apparently had something about three weeks ago where she was dizzy and ended up falling down and she saw Dr. XYZ for that who gave her some Antivert. She said that today though she woke up in the middle of the night and her left hand was numb and she was having numbness on the left side of her face, as well as the left side of her neck. She said she had an earache a day or so ago. She has not had any cold symptoms.,ALLERGIES:, Demerol and codeine.,MEDICATIONS: , Lotensin, Lopid, metoprolol, and Darvocet.,REVIEW OF SYSTEMS:, The patient says that she feels little bit nauseated at times. She denies chest pain or shortness of breath and again feels like she has something in her throat. She has been able to swallow liquids okay. She said that she did brush her teeth this morning and did not have any fluid dripping out of her mouth. She does say that she occasionally has numbness in her left hand prior to today.,PHYSICAL EXAMINATION:,General: She is awake and alert, no acute distress.,Vital Signs: Blood pressure: 175/86. Temperature: She is afebrile. Pulse: 78. Respiratory rate: 20. O2 sat: 93% on room air.,HEENT: Her TMs are normal bilaterally. Posterior pharynx is unremarkable. It should be noted that her uvula did not deviate and neither did her tongue. When she smiles though she has some drooping of the left side of her face, as well as some mild nasolabial fold flattening.,Neck: Without adenopathy or thyromegaly. Carotids pulses are brisk without bruits.,Lungs: Clear to auscultation.,Heart: Regular rate and rhythm without murmur.,Extremities: Her muscle strength is symmetrical and intact bilaterally. DTRs are 2+/4+ bilaterally and muscle strength is intact in the upper extremities. She has a positive Tinel’s sign on her left wrist.,Neurological: I also took monofilament and she could sense it easily when testing her sensation on her face.,ASSESSMENT:, Bell’s Palsy.,PLAN:, We did get an EKG showed some ST segment changes anterolaterally. The only EKG I have here is from 1998 and she actually had bypass in 1999, but there certainly does not appear to be anything acute on his EKG. I assured her that it does not look like she has a stroke. If she wants to prevent a stroke, obviously quitting her smoking would help. It should be noted she also takes Synthroid and Zocor. We are going to give her Valtrex 1 g t.i.d. for seven days and then if she starts noticing any other drooping or worsening of her symptoms on the left side of her face, she needs to come back, but I will not start her on steroids at this time, which she agreed with.",0-7866 +1,12,01/01/2083,Neurology,"SUBJECTIVE:, The patient is a 75-year-old female who comes in today with concerns of having a stroke. She states she feels like she has something in her throat. She started with some dizziness this morning and some left hand and left jaw numbness. She said that she apparently had something about three weeks ago where she was dizzy and ended up falling down and she saw Dr. XYZ for that who gave her some Antivert. She said that today though she woke up in the middle of the night and her left hand was numb and she was having numbness on the left side of her face, as well as the left side of her neck. She said she had an earache a day or so ago. She has not had any cold symptoms.,ALLERGIES:, Demerol and codeine.,MEDICATIONS: , Lotensin, Lopid, metoprolol, and Darvocet.,REVIEW OF SYSTEMS:, The patient says that she feels little bit nauseated at times. She denies chest pain or shortness of breath and again feels like she has something in her throat. She has been able to swallow liquids okay. She said that she did brush her teeth this morning and did not have any fluid dripping out of her mouth. She does say that she occasionally has numbness in her left hand prior to today.,PHYSICAL EXAMINATION:,General: She is awake and alert, no acute distress.,Vital Signs: Blood pressure: 175/86. Temperature: She is afebrile. Pulse: 78. Respiratory rate: 20. O2 sat: 93% on room air.,HEENT: Her TMs are normal bilaterally. Posterior pharynx is unremarkable. It should be noted that her uvula did not deviate and neither did her tongue. When she smiles though she has some drooping of the left side of her face, as well as some mild nasolabial fold flattening.,Neck: Without adenopathy or thyromegaly. Carotids pulses are brisk without bruits.,Lungs: Clear to auscultation.,Heart: Regular rate and rhythm without murmur.,Extremities: Her muscle strength is symmetrical and intact bilaterally. DTRs are 2+/4+ bilaterally and muscle strength is intact in the upper extremities. She has a positive Tinel’s sign on her left wrist.,Neurological: I also took monofilament and she could sense it easily when testing her sensation on her face.,ASSESSMENT:, Bell’s Palsy.,PLAN:, We did get an EKG showed some ST segment changes anterolaterally. The only EKG I have here is from 1998 and she actually had bypass in 1999, but there certainly does not appear to be anything acute on his EKG. I assured her that it does not look like she has a stroke. If she wants to prevent a stroke, obviously quitting her smoking would help. It should be noted she also takes Synthroid and Zocor. We are going to give her Valtrex 1 g t.i.d. for seven days and then if she starts noticing any other drooping or worsening of her symptoms on the left side of her face, she needs to come back, but I will not start her on steroids at this time, which she agreed with.",1-58153 +2,12,01/01/2083,Neurology,"SUBJECTIVE:, The patient is a 75-year-old female who comes in today with concerns of having a stroke. She states she feels like she has something in her throat. She started with some dizziness this morning and some left hand and left jaw numbness. She said that she apparently had something about three weeks ago where she was dizzy and ended up falling down and she saw Dr. XYZ for that who gave her some Antivert. She said that today though she woke up in the middle of the night and her left hand was numb and she was having numbness on the left side of her face, as well as the left side of her neck. She said she had an earache a day or so ago. She has not had any cold symptoms.,ALLERGIES:, Demerol and codeine.,MEDICATIONS: , Lotensin, Lopid, metoprolol, and Darvocet.,REVIEW OF SYSTEMS:, The patient says that she feels little bit nauseated at times. She denies chest pain or shortness of breath and again feels like she has something in her throat. She has been able to swallow liquids okay. She said that she did brush her teeth this morning and did not have any fluid dripping out of her mouth. She does say that she occasionally has numbness in her left hand prior to today.,PHYSICAL EXAMINATION:,General: She is awake and alert, no acute distress.,Vital Signs: Blood pressure: 175/86. Temperature: She is afebrile. Pulse: 78. Respiratory rate: 20. O2 sat: 93% on room air.,HEENT: Her TMs are normal bilaterally. Posterior pharynx is unremarkable. It should be noted that her uvula did not deviate and neither did her tongue. When she smiles though she has some drooping of the left side of her face, as well as some mild nasolabial fold flattening.,Neck: Without adenopathy or thyromegaly. Carotids pulses are brisk without bruits.,Lungs: Clear to auscultation.,Heart: Regular rate and rhythm without murmur.,Extremities: Her muscle strength is symmetrical and intact bilaterally. DTRs are 2+/4+ bilaterally and muscle strength is intact in the upper extremities. She has a positive Tinel’s sign on her left wrist.,Neurological: I also took monofilament and she could sense it easily when testing her sensation on her face.,ASSESSMENT:, Bell’s Palsy.,PLAN:, We did get an EKG showed some ST segment changes anterolaterally. The only EKG I have here is from 1998 and she actually had bypass in 1999, but there certainly does not appear to be anything acute on his EKG. I assured her that it does not look like she has a stroke. If she wants to prevent a stroke, obviously quitting her smoking would help. It should be noted she also takes Synthroid and Zocor. We are going to give her Valtrex 1 g t.i.d. for seven days and then if she starts noticing any other drooping or worsening of her symptoms on the left side of her face, she needs to come back, but I will not start her on steroids at this time, which she agreed with.",2-93202 +3,12,01/01/2083,Neurology,"SUBJECTIVE:, The patient is a 75-year-old female who comes in today with concerns of having a stroke. She states she feels like she has something in her throat. She started with some dizziness this morning and some left hand and left jaw numbness. She said that she apparently had something about three weeks ago where she was dizzy and ended up falling down and she saw Dr. XYZ for that who gave her some Antivert. She said that today though she woke up in the middle of the night and her left hand was numb and she was having numbness on the left side of her face, as well as the left side of her neck. She said she had an earache a day or so ago. She has not had any cold symptoms.,ALLERGIES:, Demerol and codeine.,MEDICATIONS: , Lotensin, Lopid, metoprolol, and Darvocet.,REVIEW OF SYSTEMS:, The patient says that she feels little bit nauseated at times. She denies chest pain or shortness of breath and again feels like she has something in her throat. She has been able to swallow liquids okay. She said that she did brush her teeth this morning and did not have any fluid dripping out of her mouth. She does say that she occasionally has numbness in her left hand prior to today.,PHYSICAL EXAMINATION:,General: She is awake and alert, no acute distress.,Vital Signs: Blood pressure: 175/86. Temperature: She is afebrile. Pulse: 78. Respiratory rate: 20. O2 sat: 93% on room air.,HEENT: Her TMs are normal bilaterally. Posterior pharynx is unremarkable. It should be noted that her uvula did not deviate and neither did her tongue. When she smiles though she has some drooping of the left side of her face, as well as some mild nasolabial fold flattening.,Neck: Without adenopathy or thyromegaly. Carotids pulses are brisk without bruits.,Lungs: Clear to auscultation.,Heart: Regular rate and rhythm without murmur.,Extremities: Her muscle strength is symmetrical and intact bilaterally. DTRs are 2+/4+ bilaterally and muscle strength is intact in the upper extremities. She has a positive Tinel’s sign on her left wrist.,Neurological: I also took monofilament and she could sense it easily when testing her sensation on her face.,ASSESSMENT:, Bell’s Palsy.,PLAN:, We did get an EKG showed some ST segment changes anterolaterally. The only EKG I have here is from 1998 and she actually had bypass in 1999, but there certainly does not appear to be anything acute on his EKG. I assured her that it does not look like she has a stroke. If she wants to prevent a stroke, obviously quitting her smoking would help. It should be noted she also takes Synthroid and Zocor. We are going to give her Valtrex 1 g t.i.d. for seven days and then if she starts noticing any other drooping or worsening of her symptoms on the left side of her face, she needs to come back, but I will not start her on steroids at this time, which she agreed with.",3-22921 +4,20,01/01/2072,Neurology,"DIAGNOSIS:, Status post brain tumor removal.,HISTORY:, The patient is a 64-year-old female referred to physical therapy following complications related to brain tumor removal. The patient reports that on 10/24/08 she had a brain tumor removed and had left-sided weakness. The patient was being seen in physical therapy from 11/05/08 to 11/14/08 then she began having complications. The patient reports that she was admitted to Hospital on 12/05/08. At that time, they found massive swelling on the brain and a second surgery was performed. The patient then remained in acute rehab until she was discharged to home on 01/05/09. The patient's husband, Al, is also present and he reports that during rehabilitation the patient did have a DVT in the left calf that has since been resolved.,PAST MEDICAL HISTORY: , Unremarkable.,MEDICATIONS: ,Coumadin, Keppra, Decadron, and Glucophage.,SUBJECTIVE: , The patient reports that the pain is not an issue at this time. The patient states that her primary concern is her left-sided weakness as related to her balance and her walking and her left arm weakness.,PATIENT GOAL: ,To increase strength in her left leg for better balance and walking.,OBJECTIVE:,RANGE OF MOTION: Bilateral lower extremities are within normal limits.,STRENGTH: Bilateral lower extremities are grossly 5/5 with one repetition, except left hip reflexion 4+/5.,BALANCE: The patient's balance was assessed with a Berg balance test. The patient has got 46/56 points, which places her at moderate risk for falls.,GAIT: The patient ambulates with contact guard assist. The patient ambulates with a reciprocal gait pattern with good bilateral foot clearance. However, the patient has been reports that with increased fatigue, left footdrop tends to occur. A 6-minute walk test will be performed at the next visit due to time constraints.,ASSESSMENT: , The patient is a 64-year-old female referred to Physical Therapy status post brain surgery. Examination indicates deficits in strength, balance, and ambulation. The patient will benefit from skilled physical therapy to address these impairments.,TREATMENT PLAN: , The patient will be seen three times per week for 4 weeks and then reduce it to two times per week for 4 additional weeks. Interventions include:,1. Therapeutic exercise.,2. Balance training.,3. Gait training.,4. Functional mobility training.,SHORT TERM GOAL TO BE COMPLETED IN 4 WEEKS:,1. The patient is to tolerate 30 repetitions of all lower extremity exercises.,2. The patient is to improve balance with a score of 50/56 points.,3. The patient is to ambulate 1000 feet in a 6-minute walk test with standby assist.,LONG TERM GOAL TO BE ACHIEVED IN 8 WEEKS:,1. The patient is to ambulate independently within her home and standby to general supervision within the community.,2. Berg balance test to be 52/56.,3. The patient is to ambulate a 6-minute walk test for 1500 feet independently including safe negotiation of corners and busy areas.,4. The patient is to demonstrate safely stepping over and around objects without loss of balance.,Prognosis for the above-stated goals is good. The above treatment plan has been discussed with the patient and her husband. They are in agreement.",4-23137 +5,20,01/01/2072,Neurology,"DIAGNOSIS:, Status post brain tumor removal.,HISTORY:, The patient is a 64-year-old female referred to physical therapy following complications related to brain tumor removal. The patient reports that on 10/24/08 she had a brain tumor removed and had left-sided weakness. The patient was being seen in physical therapy from 11/05/08 to 11/14/08 then she began having complications. The patient reports that she was admitted to Hospital on 12/05/08. At that time, they found massive swelling on the brain and a second surgery was performed. The patient then remained in acute rehab until she was discharged to home on 01/05/09. The patient's husband, Al, is also present and he reports that during rehabilitation the patient did have a DVT in the left calf that has since been resolved.,PAST MEDICAL HISTORY: , Unremarkable.,MEDICATIONS: ,Coumadin, Keppra, Decadron, and Glucophage.,SUBJECTIVE: , The patient reports that the pain is not an issue at this time. The patient states that her primary concern is her left-sided weakness as related to her balance and her walking and her left arm weakness.,PATIENT GOAL: ,To increase strength in her left leg for better balance and walking.,OBJECTIVE:,RANGE OF MOTION: Bilateral lower extremities are within normal limits.,STRENGTH: Bilateral lower extremities are grossly 5/5 with one repetition, except left hip reflexion 4+/5.,BALANCE: The patient's balance was assessed with a Berg balance test. The patient has got 46/56 points, which places her at moderate risk for falls.,GAIT: The patient ambulates with contact guard assist. The patient ambulates with a reciprocal gait pattern with good bilateral foot clearance. However, the patient has been reports that with increased fatigue, left footdrop tends to occur. A 6-minute walk test will be performed at the next visit due to time constraints.,ASSESSMENT: , The patient is a 64-year-old female referred to Physical Therapy status post brain surgery. Examination indicates deficits in strength, balance, and ambulation. The patient will benefit from skilled physical therapy to address these impairments.,TREATMENT PLAN: , The patient will be seen three times per week for 4 weeks and then reduce it to two times per week for 4 additional weeks. Interventions include:,1. Therapeutic exercise.,2. Balance training.,3. Gait training.,4. Functional mobility training.,SHORT TERM GOAL TO BE COMPLETED IN 4 WEEKS:,1. The patient is to tolerate 30 repetitions of all lower extremity exercises.,2. The patient is to improve balance with a score of 50/56 points.,3. The patient is to ambulate 1000 feet in a 6-minute walk test with standby assist.,LONG TERM GOAL TO BE ACHIEVED IN 8 WEEKS:,1. The patient is to ambulate independently within her home and standby to general supervision within the community.,2. Berg balance test to be 52/56.,3. The patient is to ambulate a 6-minute walk test for 1500 feet independently including safe negotiation of corners and busy areas.,4. The patient is to demonstrate safely stepping over and around objects without loss of balance.,Prognosis for the above-stated goals is good. The above treatment plan has been discussed with the patient and her husband. They are in agreement.",5-53908 +6,20,01/01/2072,Neurology,"DIAGNOSIS:, Status post brain tumor removal.,HISTORY:, The patient is a 64-year-old female referred to physical therapy following complications related to brain tumor removal. The patient reports that on 10/24/08 she had a brain tumor removed and had left-sided weakness. The patient was being seen in physical therapy from 11/05/08 to 11/14/08 then she began having complications. The patient reports that she was admitted to Hospital on 12/05/08. At that time, they found massive swelling on the brain and a second surgery was performed. The patient then remained in acute rehab until she was discharged to home on 01/05/09. The patient's husband, Al, is also present and he reports that during rehabilitation the patient did have a DVT in the left calf that has since been resolved.,PAST MEDICAL HISTORY: , Unremarkable.,MEDICATIONS: ,Coumadin, Keppra, Decadron, and Glucophage.,SUBJECTIVE: , The patient reports that the pain is not an issue at this time. The patient states that her primary concern is her left-sided weakness as related to her balance and her walking and her left arm weakness.,PATIENT GOAL: ,To increase strength in her left leg for better balance and walking.,OBJECTIVE:,RANGE OF MOTION: Bilateral lower extremities are within normal limits.,STRENGTH: Bilateral lower extremities are grossly 5/5 with one repetition, except left hip reflexion 4+/5.,BALANCE: The patient's balance was assessed with a Berg balance test. The patient has got 46/56 points, which places her at moderate risk for falls.,GAIT: The patient ambulates with contact guard assist. The patient ambulates with a reciprocal gait pattern with good bilateral foot clearance. However, the patient has been reports that with increased fatigue, left footdrop tends to occur. A 6-minute walk test will be performed at the next visit due to time constraints.,ASSESSMENT: , The patient is a 64-year-old female referred to Physical Therapy status post brain surgery. Examination indicates deficits in strength, balance, and ambulation. The patient will benefit from skilled physical therapy to address these impairments.,TREATMENT PLAN: , The patient will be seen three times per week for 4 weeks and then reduce it to two times per week for 4 additional weeks. Interventions include:,1. Therapeutic exercise.,2. Balance training.,3. Gait training.,4. Functional mobility training.,SHORT TERM GOAL TO BE COMPLETED IN 4 WEEKS:,1. The patient is to tolerate 30 repetitions of all lower extremity exercises.,2. The patient is to improve balance with a score of 50/56 points.,3. The patient is to ambulate 1000 feet in a 6-minute walk test with standby assist.,LONG TERM GOAL TO BE ACHIEVED IN 8 WEEKS:,1. The patient is to ambulate independently within her home and standby to general supervision within the community.,2. Berg balance test to be 52/56.,3. The patient is to ambulate a 6-minute walk test for 1500 feet independently including safe negotiation of corners and busy areas.,4. The patient is to demonstrate safely stepping over and around objects without loss of balance.,Prognosis for the above-stated goals is good. The above treatment plan has been discussed with the patient and her husband. They are in agreement.",6-94050 +7,52,01/01/2027,Neurology,"XYZ Street,City, State,Dear Dr. CD:,Thank you for seeing Mr. XYZ, a pleasant 19-year-old male who has seen you in 2005 for suspected seizure activity. He comes to my office today continuing on Dilantin 300 mg daily and has been seizure episode free for the past 2 1/2 years. He is requesting to come off the Dilantin at this point. Upon reviewing your 2005 note there was some discrepancy as to the true nature of his episodes to the emergency room and there was consideration to reconsider medication use. His physical exam, neurologically, is normal at this time. His Dilantin level is slightly low at 12.5.,I will appreciate your evaluation and recommendation as to whether we need to continue the Dilantin at this time. I understand this will probably entail repeating his EEG and so please coordinate this through Health Center. I await your response and whether we should continue this medication. If you require any laboratory, we use ABC Diagnostic and any further testing that is needed should be coordinated at Health Center prior to scheduling.",7-84321 +8,52,01/01/2027,Neurology,"XYZ Street,City, State,Dear Dr. CD:,Thank you for seeing Mr. XYZ, a pleasant 19-year-old male who has seen you in 2005 for suspected seizure activity. He comes to my office today continuing on Dilantin 300 mg daily and has been seizure episode free for the past 2 1/2 years. He is requesting to come off the Dilantin at this point. Upon reviewing your 2005 note there was some discrepancy as to the true nature of his episodes to the emergency room and there was consideration to reconsider medication use. His physical exam, neurologically, is normal at this time. His Dilantin level is slightly low at 12.5.,I will appreciate your evaluation and recommendation as to whether we need to continue the Dilantin at this time. I understand this will probably entail repeating his EEG and so please coordinate this through Health Center. I await your response and whether we should continue this medication. If you require any laboratory, we use ABC Diagnostic and any further testing that is needed should be coordinated at Health Center prior to scheduling.",8-88746 +9,52,01/01/2027,Neurology,"XYZ Street,City, State,Dear Dr. CD:,Thank you for seeing Mr. XYZ, a pleasant 19-year-old male who has seen you in 2005 for suspected seizure activity. He comes to my office today continuing on Dilantin 300 mg daily and has been seizure episode free for the past 2 1/2 years. He is requesting to come off the Dilantin at this point. Upon reviewing your 2005 note there was some discrepancy as to the true nature of his episodes to the emergency room and there was consideration to reconsider medication use. His physical exam, neurologically, is normal at this time. His Dilantin level is slightly low at 12.5.,I will appreciate your evaluation and recommendation as to whether we need to continue the Dilantin at this time. I understand this will probably entail repeating his EEG and so please coordinate this through Health Center. I await your response and whether we should continue this medication. If you require any laboratory, we use ABC Diagnostic and any further testing that is needed should be coordinated at Health Center prior to scheduling.",9-89012 +10,52,01/01/2027,Neurology,"XYZ Street,City, State,Dear Dr. CD:,Thank you for seeing Mr. XYZ, a pleasant 19-year-old male who has seen you in 2005 for suspected seizure activity. He comes to my office today continuing on Dilantin 300 mg daily and has been seizure episode free for the past 2 1/2 years. He is requesting to come off the Dilantin at this point. Upon reviewing your 2005 note there was some discrepancy as to the true nature of his episodes to the emergency room and there was consideration to reconsider medication use. His physical exam, neurologically, is normal at this time. His Dilantin level is slightly low at 12.5.,I will appreciate your evaluation and recommendation as to whether we need to continue the Dilantin at this time. I understand this will probably entail repeating his EEG and so please coordinate this through Health Center. I await your response and whether we should continue this medication. If you require any laboratory, we use ABC Diagnostic and any further testing that is needed should be coordinated at Health Center prior to scheduling.",10-26076 +11,52,01/01/2027,Neurology,"XYZ Street,City, State,Dear Dr. CD:,Thank you for seeing Mr. XYZ, a pleasant 19-year-old male who has seen you in 2005 for suspected seizure activity. He comes to my office today continuing on Dilantin 300 mg daily and has been seizure episode free for the past 2 1/2 years. He is requesting to come off the Dilantin at this point. Upon reviewing your 2005 note there was some discrepancy as to the true nature of his episodes to the emergency room and there was consideration to reconsider medication use. His physical exam, neurologically, is normal at this time. His Dilantin level is slightly low at 12.5.,I will appreciate your evaluation and recommendation as to whether we need to continue the Dilantin at this time. I understand this will probably entail repeating his EEG and so please coordinate this through Health Center. I await your response and whether we should continue this medication. If you require any laboratory, we use ABC Diagnostic and any further testing that is needed should be coordinated at Health Center prior to scheduling.",11-99012 +12,60,01/01/2039,Neurology,"CHIEF COMPLAINT: , Right shoulder pain.,HISTORY: , The patient is a pleasant, 31-year-old, right-handed, white female who injured her shoulder while transferring a patient back on 01/01/02. She formerly worked for Veteran's Home as a CNA. She has had a long drawn out course of treatment for this shoulder. She tried physical therapy without benefit and ultimately came to a subacromion decompression in November 2002. She had ongoing pain and was evaluated by Dr. X who felt that she had a possible brachial plexopathy. He also felt she had a right superficial radial neuritis and blocked this with resolution of her symptoms. He then referred her to ABCD who did EMG testing, demonstrating a right suprascapular neuropathy although a C5 radiculopathy could not be ruled out. MRI testing on the cervical spine was then done which was negative for disk herniation and she underwent suprascapular nerve decompression of the scapular notch on 12/18/03. She finally went to an anterior axillary nerve block because of ongoing pain in the anterior shoulder again by Dr. X. She comes to me for impairment rating. She has no chronic health problems otherwise, fevers, chills, or general malaise. She is not working. She is right-hand dominant. She denies any prior history of injury to her shoulder.,PAST MEDICAL HISTORY:, Negative aside from above.,FAMILY HISTORY: , Noncontributory.,SOCIAL HISTORY: ,Please see above.,REVIEW OF SYSTEMS:, Negative aside from above.,PHYSICAL EXAMINATION: ,A pleasant, age appropriate woman, moderately overweight, in no apparent distress. Normal gait and station, normal posture, normal strength, tone, sensation and deep tendon reflexes with the exception of 4+/5 strength in the supraspinatus musculature on the right. She has decreased motion in the right shoulder as follows. She has 160 degrees of flexion, 155 degrees of abduction, 35 degrees of extension, 25 degrees of adduction, 45 degrees of internal rotation and 90 degrees of external rotation. She has a positive impingement sign on the right.,ASSESSMENT:, Right shoulder impingement syndrome, right suprascapular neuropathy.,DISCUSSION: , With a reasonable degree of medical certainty, she is at maximum medical improvement and she does have an impairment based on AMA Guide to the Evaluation of Permanent Impairment, Fifth Edition. The reason for this impairment is the incident of 01/01/02. For her suprascapular neuropathy, she is rated as a grade IV motor deficit which I rate as a 13% motor deficit. This is multiplied by a maximum upper extremity impairment for involvement of the suprascapular nerve of 16% which produces a 2% impairment of the upper extremity when the two values are multiplied together, 2% impairment of the upper extremity. For her lack of motion in the shoulder she also has additional impairment on the right. She has a 1% impairment of the upper extremity due to lack of shoulder flexion. She has a 1% impairment of the upper extremity due to lack of shoulder abduction. She has a 1% impairment of the upper extremity due to lack of shoulder adduction. She has a 1% impairment of the upper extremity due to lack of shoulder extension. There is no impairment for findings in shoulder external rotation. She has a 3% impairment of the upper extremity due to lack of shoulder internal rotation. Thus the impairment due to lack of motion in her shoulder is a 6% impairment of the upper extremity. This combines with the 2% impairment of the upper extremity due to weakness in the suprascapular nerve root distribution to produce an 8% impairment of the upper extremity which in turn is a 5% impairment of the whole person based on the AMA Guide to the Evaluation of Permanent Impairment, Fifth Edition, stated with a reasonable degree of medical certainty.",12-67011 +13,60,01/01/2039,Neurology,"CHIEF COMPLAINT: , Right shoulder pain.,HISTORY: , The patient is a pleasant, 31-year-old, right-handed, white female who injured her shoulder while transferring a patient back on 01/01/02. She formerly worked for Veteran's Home as a CNA. She has had a long drawn out course of treatment for this shoulder. She tried physical therapy without benefit and ultimately came to a subacromion decompression in November 2002. She had ongoing pain and was evaluated by Dr. X who felt that she had a possible brachial plexopathy. He also felt she had a right superficial radial neuritis and blocked this with resolution of her symptoms. He then referred her to ABCD who did EMG testing, demonstrating a right suprascapular neuropathy although a C5 radiculopathy could not be ruled out. MRI testing on the cervical spine was then done which was negative for disk herniation and she underwent suprascapular nerve decompression of the scapular notch on 12/18/03. She finally went to an anterior axillary nerve block because of ongoing pain in the anterior shoulder again by Dr. X. She comes to me for impairment rating. She has no chronic health problems otherwise, fevers, chills, or general malaise. She is not working. She is right-hand dominant. She denies any prior history of injury to her shoulder.,PAST MEDICAL HISTORY:, Negative aside from above.,FAMILY HISTORY: , Noncontributory.,SOCIAL HISTORY: ,Please see above.,REVIEW OF SYSTEMS:, Negative aside from above.,PHYSICAL EXAMINATION: ,A pleasant, age appropriate woman, moderately overweight, in no apparent distress. Normal gait and station, normal posture, normal strength, tone, sensation and deep tendon reflexes with the exception of 4+/5 strength in the supraspinatus musculature on the right. She has decreased motion in the right shoulder as follows. She has 160 degrees of flexion, 155 degrees of abduction, 35 degrees of extension, 25 degrees of adduction, 45 degrees of internal rotation and 90 degrees of external rotation. She has a positive impingement sign on the right.,ASSESSMENT:, Right shoulder impingement syndrome, right suprascapular neuropathy.,DISCUSSION: , With a reasonable degree of medical certainty, she is at maximum medical improvement and she does have an impairment based on AMA Guide to the Evaluation of Permanent Impairment, Fifth Edition. The reason for this impairment is the incident of 01/01/02. For her suprascapular neuropathy, she is rated as a grade IV motor deficit which I rate as a 13% motor deficit. This is multiplied by a maximum upper extremity impairment for involvement of the suprascapular nerve of 16% which produces a 2% impairment of the upper extremity when the two values are multiplied together, 2% impairment of the upper extremity. For her lack of motion in the shoulder she also has additional impairment on the right. She has a 1% impairment of the upper extremity due to lack of shoulder flexion. She has a 1% impairment of the upper extremity due to lack of shoulder abduction. She has a 1% impairment of the upper extremity due to lack of shoulder adduction. She has a 1% impairment of the upper extremity due to lack of shoulder extension. There is no impairment for findings in shoulder external rotation. She has a 3% impairment of the upper extremity due to lack of shoulder internal rotation. Thus the impairment due to lack of motion in her shoulder is a 6% impairment of the upper extremity. This combines with the 2% impairment of the upper extremity due to weakness in the suprascapular nerve root distribution to produce an 8% impairment of the upper extremity which in turn is a 5% impairment of the whole person based on the AMA Guide to the Evaluation of Permanent Impairment, Fifth Edition, stated with a reasonable degree of medical certainty.",13-28811 +14,67,01/01/2070,Neurology,"REASON FOR CONSULT: , Essential tremor and torticollis.,HISTORY OF PRESENT ILLNESS: , This is a 62-year-old right-handed now left-handed white female with tremor since 5th grade. She remembers that the tremors started in her right hand around that time subsequently later on in early 20s she was put on propranolol for the tremor and more recently within the last 10 years she has been put on primidone and clonazepam. She thinks that her clonazepam is helping her a lot especially with anxiety and stress, and this makes the tremor better. She has a lot of trouble with her writing because of tremor but does not report as much problem with other activities of daily living like drinking from a cup and doing her day-to-day activity. Since around 6 to 7 years, she has had a head tremor, which is mainly ""no- no"" and occasional voice tremor also. Additionally, the patient has been diagnosed with migraine headaches without aura, which are far and few apart. She also has some stress incontinence. Last MRI brain was done in 2001 reportedly normal.,CURRENT MEDICATIONS:,1. Klonopin 0.5 mg twice a day.,2. Primidone 100 mg b.i.d.,3. Propranolol long-acting 80 mg once in the morning.,PAST MEDICAL HISTORY: , Essential tremor, cervical dystonia, endometriosis, migraine headaches without aura, left ear sensorineural deafness, and basal cell carcinoma resection on the nose.,PAST SURGICAL HISTORY: , L5-S1 lumbar laminectomy in 1975, exploratory laparotomy in 1967, tonsillectomy and adenoidectomy, and anal fissure surgery in 1975.,FAMILY HISTORY: , Both parents have ET and hypertension. Maternal cousin with lupus.,SOCIAL HISTORY: , Denies any smoking or alcohol. She is married since 44 years, has 3 children. She used to work as a labor and delivery nurse up until early 2001 when she retired.,REVIEW OF SYSTEMS: , No fever, chills, nausea or vomiting. No visual complaints. She complains of hearing decreased on the left. No chest pain or shortness of breath. No constipation. She does give a history of urge incontinence. No rashes. No depressive symptoms.,PHYSICAL EXAMINATION:,VITAL SIGNS: Blood pressure is 131/72, pulse is 50, and weight is 71.3 kg. HEENT: PERRLA. EOMI. CARDIOVASCULAR: S1 and S2 normal. Regular rate and rhythm. She does have a rash over the right ankle with a prior basal cell carcinoma was resected. NEUROLOGIC: Alert and oriented x4. Speech shows a voice tremor occasionally. Language is intact. Cranial nerves II through XII intact. Motor examination showed 5/5 power in all extremities with minimal increased tone. Sensory examination was intact to light touch. Reflexes were brisk bilaterally, but they were equal and both toes were downgoing. Her coordination showed minimal intentional component to bilateral finger-to-nose. Gait was intact. Lot of swing on Romberg's. The patient did have a tremor both upper extremities, right more than left. She did have a head tremor, which was no-no variety, and she had a minimal torticollis with her head twisted to the left.,ASSESSMENT AND PLAN: , This 62-year-old white female has essential tremor and mild torticollis. Tremor not bothersome for most activities of daily living, but she does have a great difficulty writing, which is totally illegible. The patient did not wish to change any of her medication doses at this point. We will go ahead and check MRI brain, and we will get the films later. We will see her back in 3 months. Also, the patient declined any possible Botox for the mild torticollis she has at this point.",14-60683 +15,70,01/01/2064,Neurology,"HISTORY: , The patient is a 56-year-old right-handed female with longstanding intermittent right low back pain, who was involved in a motor vehicle accident in September of 2005. At that time, she did not notice any specific injury. Five days later, she started getting abnormal right low back pain. At this time, it radiates into the buttocks down the posterior aspect of her thigh and into the right lateral aspect of her calf. Symptoms are worse when sitting for any length of time, such as driving a motor vehicle. Mild symptoms when walking for long periods of time. Relieved by standing and lying down. She denies any left leg symptoms or right leg weakness. No change in bowel or bladder function. Symptoms have slowly progressed. She has had Medrol Dosepak and analgesics, which have not been very effective. She underwent a spinal epidural injection, which was effective for the first few hours, but she had recurrence of the pain by the next day. This was done four and a half weeks ago.,On examination, lower extremities strength is full and symmetric. Straight leg raising is normal.,OBJECTIVE:, Sensory examination is normal to all modalities. Full range of movement of lumbosacral spine. Mild tenderness over lumbosacral paraspinal muscles and sacroiliac joint. Deep tendon reflexes are 2+ and symmetric at the knees, 2 at the left ankle and 1+ at the right ankle.,NERVE CONDUCTION STUDIES:, Motor and sensory distal latencies, evoked response, amplitudes, conduction velocities, and F-waves are normal in the lower extremities. Right tibial H-reflex is slightly prolonged when compared to the left tibial H-reflex.,NEEDLE EMG:, Needle EMG was performed in both lower extremities and lumbosacral paraspinal muscles using the disposable concentric needle. It revealed increased insertional activity in the right mid and lower lumbosacral paraspinal muscles as well as right peroneus longus muscle. There were signs of chronic denervation in right tibialis anterior, peroneus longus, gastrocnemius medialis, and left gastrocnemius medialis muscles.,IMPRESSION: , This electrical study is abnormal. It reveals the following:,1. A mild right L5 versus S1 radiculopathy.,2. Left S1 nerve root irritation. There is no evidence of active radiculopathy.,3. There is no evidence of plexopathy, myopathy or peripheral neuropathy.,MRI of the lumbosacral spine was personally reviewed and reveals bilateral L5-S1 neuroforaminal stenosis, slightly worse on the right. Results were discussed with the patient and her daughter. I would recommend further course of spinal epidural injections with Dr. XYZ. If she has no response, then surgery will need to be considered. She agrees with this approach and will followup with you in the near future.",15-96864 +16,70,01/01/2064,Neurology,"HISTORY: , The patient is a 56-year-old right-handed female with longstanding intermittent right low back pain, who was involved in a motor vehicle accident in September of 2005. At that time, she did not notice any specific injury. Five days later, she started getting abnormal right low back pain. At this time, it radiates into the buttocks down the posterior aspect of her thigh and into the right lateral aspect of her calf. Symptoms are worse when sitting for any length of time, such as driving a motor vehicle. Mild symptoms when walking for long periods of time. Relieved by standing and lying down. She denies any left leg symptoms or right leg weakness. No change in bowel or bladder function. Symptoms have slowly progressed. She has had Medrol Dosepak and analgesics, which have not been very effective. She underwent a spinal epidural injection, which was effective for the first few hours, but she had recurrence of the pain by the next day. This was done four and a half weeks ago.,On examination, lower extremities strength is full and symmetric. Straight leg raising is normal.,OBJECTIVE:, Sensory examination is normal to all modalities. Full range of movement of lumbosacral spine. Mild tenderness over lumbosacral paraspinal muscles and sacroiliac joint. Deep tendon reflexes are 2+ and symmetric at the knees, 2 at the left ankle and 1+ at the right ankle.,NERVE CONDUCTION STUDIES:, Motor and sensory distal latencies, evoked response, amplitudes, conduction velocities, and F-waves are normal in the lower extremities. Right tibial H-reflex is slightly prolonged when compared to the left tibial H-reflex.,NEEDLE EMG:, Needle EMG was performed in both lower extremities and lumbosacral paraspinal muscles using the disposable concentric needle. It revealed increased insertional activity in the right mid and lower lumbosacral paraspinal muscles as well as right peroneus longus muscle. There were signs of chronic denervation in right tibialis anterior, peroneus longus, gastrocnemius medialis, and left gastrocnemius medialis muscles.,IMPRESSION: , This electrical study is abnormal. It reveals the following:,1. A mild right L5 versus S1 radiculopathy.,2. Left S1 nerve root irritation. There is no evidence of active radiculopathy.,3. There is no evidence of plexopathy, myopathy or peripheral neuropathy.,MRI of the lumbosacral spine was personally reviewed and reveals bilateral L5-S1 neuroforaminal stenosis, slightly worse on the right. Results were discussed with the patient and her daughter. I would recommend further course of spinal epidural injections with Dr. XYZ. If she has no response, then surgery will need to be considered. She agrees with this approach and will followup with you in the near future.",16-9020 +17,70,01/01/2064,Neurology,"HISTORY: , The patient is a 56-year-old right-handed female with longstanding intermittent right low back pain, who was involved in a motor vehicle accident in September of 2005. At that time, she did not notice any specific injury. Five days later, she started getting abnormal right low back pain. At this time, it radiates into the buttocks down the posterior aspect of her thigh and into the right lateral aspect of her calf. Symptoms are worse when sitting for any length of time, such as driving a motor vehicle. Mild symptoms when walking for long periods of time. Relieved by standing and lying down. She denies any left leg symptoms or right leg weakness. No change in bowel or bladder function. Symptoms have slowly progressed. She has had Medrol Dosepak and analgesics, which have not been very effective. She underwent a spinal epidural injection, which was effective for the first few hours, but she had recurrence of the pain by the next day. This was done four and a half weeks ago.,On examination, lower extremities strength is full and symmetric. Straight leg raising is normal.,OBJECTIVE:, Sensory examination is normal to all modalities. Full range of movement of lumbosacral spine. Mild tenderness over lumbosacral paraspinal muscles and sacroiliac joint. Deep tendon reflexes are 2+ and symmetric at the knees, 2 at the left ankle and 1+ at the right ankle.,NERVE CONDUCTION STUDIES:, Motor and sensory distal latencies, evoked response, amplitudes, conduction velocities, and F-waves are normal in the lower extremities. Right tibial H-reflex is slightly prolonged when compared to the left tibial H-reflex.,NEEDLE EMG:, Needle EMG was performed in both lower extremities and lumbosacral paraspinal muscles using the disposable concentric needle. It revealed increased insertional activity in the right mid and lower lumbosacral paraspinal muscles as well as right peroneus longus muscle. There were signs of chronic denervation in right tibialis anterior, peroneus longus, gastrocnemius medialis, and left gastrocnemius medialis muscles.,IMPRESSION: , This electrical study is abnormal. It reveals the following:,1. A mild right L5 versus S1 radiculopathy.,2. Left S1 nerve root irritation. There is no evidence of active radiculopathy.,3. There is no evidence of plexopathy, myopathy or peripheral neuropathy.,MRI of the lumbosacral spine was personally reviewed and reveals bilateral L5-S1 neuroforaminal stenosis, slightly worse on the right. Results were discussed with the patient and her daughter. I would recommend further course of spinal epidural injections with Dr. XYZ. If she has no response, then surgery will need to be considered. She agrees with this approach and will followup with you in the near future.",17-14762 +18,70,01/01/2064,Neurology,"HISTORY: , The patient is a 56-year-old right-handed female with longstanding intermittent right low back pain, who was involved in a motor vehicle accident in September of 2005. At that time, she did not notice any specific injury. Five days later, she started getting abnormal right low back pain. At this time, it radiates into the buttocks down the posterior aspect of her thigh and into the right lateral aspect of her calf. Symptoms are worse when sitting for any length of time, such as driving a motor vehicle. Mild symptoms when walking for long periods of time. Relieved by standing and lying down. She denies any left leg symptoms or right leg weakness. No change in bowel or bladder function. Symptoms have slowly progressed. She has had Medrol Dosepak and analgesics, which have not been very effective. She underwent a spinal epidural injection, which was effective for the first few hours, but she had recurrence of the pain by the next day. This was done four and a half weeks ago.,On examination, lower extremities strength is full and symmetric. Straight leg raising is normal.,OBJECTIVE:, Sensory examination is normal to all modalities. Full range of movement of lumbosacral spine. Mild tenderness over lumbosacral paraspinal muscles and sacroiliac joint. Deep tendon reflexes are 2+ and symmetric at the knees, 2 at the left ankle and 1+ at the right ankle.,NERVE CONDUCTION STUDIES:, Motor and sensory distal latencies, evoked response, amplitudes, conduction velocities, and F-waves are normal in the lower extremities. Right tibial H-reflex is slightly prolonged when compared to the left tibial H-reflex.,NEEDLE EMG:, Needle EMG was performed in both lower extremities and lumbosacral paraspinal muscles using the disposable concentric needle. It revealed increased insertional activity in the right mid and lower lumbosacral paraspinal muscles as well as right peroneus longus muscle. There were signs of chronic denervation in right tibialis anterior, peroneus longus, gastrocnemius medialis, and left gastrocnemius medialis muscles.,IMPRESSION: , This electrical study is abnormal. It reveals the following:,1. A mild right L5 versus S1 radiculopathy.,2. Left S1 nerve root irritation. There is no evidence of active radiculopathy.,3. There is no evidence of plexopathy, myopathy or peripheral neuropathy.,MRI of the lumbosacral spine was personally reviewed and reveals bilateral L5-S1 neuroforaminal stenosis, slightly worse on the right. Results were discussed with the patient and her daughter. I would recommend further course of spinal epidural injections with Dr. XYZ. If she has no response, then surgery will need to be considered. She agrees with this approach and will followup with you in the near future.",18-81137 +19,77,01/01/2064,Neurology,"HISTORY: , The patient is a 56-year-old right-handed female with longstanding intermittent right low back pain, who was involved in a motor vehicle accident in September of 2005. At that time, she did not notice any specific injury. Five days later, she started getting abnormal right low back pain. At this time, it radiates into the buttocks down the posterior aspect of her thigh and into the right lateral aspect of her calf. Symptoms are worse when sitting for any length of time, such as driving a motor vehicle. Mild symptoms when walking for long periods of time. Relieved by standing and lying down. She denies any left leg symptoms or right leg weakness. No change in bowel or bladder function. Symptoms have slowly progressed. She has had Medrol Dosepak and analgesics, which have not been very effective. She underwent a spinal epidural injection, which was effective for the first few hours, but she had recurrence of the pain by the next day. This was done four and a half weeks ago.,On examination, lower extremities strength is full and symmetric. Straight leg raising is normal.,OBJECTIVE:, Sensory examination is normal to all modalities. Full range of movement of lumbosacral spine. Mild tenderness over lumbosacral paraspinal muscles and sacroiliac joint. Deep tendon reflexes are 2+ and symmetric at the knees, 2 at the left ankle and 1+ at the right ankle.,NERVE CONDUCTION STUDIES:, Motor and sensory distal latencies, evoked response, amplitudes, conduction velocities, and F-waves are normal in the lower extremities. Right tibial H-reflex is slightly prolonged when compared to the left tibial H-reflex.,NEEDLE EMG:, Needle EMG was performed in both lower extremities and lumbosacral paraspinal muscles using the disposable concentric needle. It revealed increased insertional activity in the right mid and lower lumbosacral paraspinal muscles as well as right peroneus longus muscle. There were signs of chronic denervation in right tibialis anterior, peroneus longus, gastrocnemius medialis, and left gastrocnemius medialis muscles.,IMPRESSION: , This electrical study is abnormal. It reveals the following:,1. A mild right L5 versus S1 radiculopathy.,2. Left S1 nerve root irritation. There is no evidence of active radiculopathy.,3. There is no evidence of plexopathy, myopathy or peripheral neuropathy.,MRI of the lumbosacral spine was personally reviewed and reveals bilateral L5-S1 neuroforaminal stenosis, slightly worse on the right. Results were discussed with the patient and her daughter. I would recommend further course of spinal epidural injections with Dr. XYZ. If she has no response, then surgery will need to be considered. She agrees with this approach and will followup with you in the near future.",19-72846 diff --git a/v1/medcat-trainer/notebook_docs/example_data/ortho.csv b/v1/medcat-trainer/notebook_docs/example_data/ortho.csv new file mode 100644 index 000000000..5f9a6a19c --- /dev/null +++ b/v1/medcat-trainer/notebook_docs/example_data/ortho.csv @@ -0,0 +1,21 @@ +,subject_id,chartdate,category,text,name +0,7,01/01/2061,Orthopedic,"EXAM:,MRI LEFT KNEE WITHOUT CONTRAST,CLINICAL:,This is a 53-year-old female with left knee pain being evaluated for ACL tear.,FINDINGS:,This examination was performed on 10-14-05.,Normal medial meniscus without intrasubstance degeneration, surface fraying or discrete meniscal tear.,There is a discoid lateral meniscus and although there may be minimal superficial fraying along the inner edge of the body, there is no discrete tear (series #6 images #7-12).,There is a near-complete or complete tear of the femoral attachment of the anterior cruciate ligament. The ligament has a balled-up appearance consistent with at least partial retraction of most of the fibers of the ligament. There may be a few fibers still intact (series #4 images #12-14; series #5 images #12-14). The tibial fibers are normal.,Normal posterior cruciate ligament.,There is a sprain of the medial collateral ligament, with mild separation of the deep and superficial fibers at the femoral attachment (series #7 images #6-12). There is no complete tear or discontinuity and there is no meniscocapsular separation.,There is a sprain of the lateral ligament complex without focal tear or discontinuity of any of the intraarticular components.,Normal iliotibial band.,Normal quadriceps and patellar tendons.,There is contusion within the posterolateral corner of the tibia. There is also contusion within the patella at the midline patellar ridge where there is an area of focal chondral flattening (series #8 images #10-13). The medial and lateral patellar facets are otherwise normal as is the femoral trochlea in the there is no patellar subluxation.,There is a mild strain of the vastus medialis oblique muscle extending into the medial patellofemoral ligament and medial patellar retinaculum but there is no complete tear or discontinuity.,Normal lateral patellar retinaculum. There is a joint effusion and plica.,IMPRESSION:, Discoid lateral meniscus without a tear although there may be minimal superficial fraying along the inner edge of the body. Near-complete if not complete tear of the femoral attachment of the anterior cruciate ligament. Medial capsule sprain with associated strain of the vastus medialis oblique muscle. There is focal contusion within the patella at the midline patella ridge. Joint effusion and plica.",0-81322 +1,7,01/01/2061,Orthopedic,"REASON FOR CONSULTATION: , Left hip fracture.,HISTORY OF PRESENT ILLNESS: , The patient is a pleasant 53-year-old female with a known history of sciatica, apparently presented to the emergency room due to severe pain in the left lower extremity and unable to bear weight. History was obtained from the patient. As per the history, she reported that she has been having back pain with left leg pain since past 4 weeks. She has been using a walker for ambulation due to disabling pain in her left thigh and lower back. She was seen by her primary care physician and was scheduled to go for MRI yesterday. However, she was walking and her right foot got caught on some type of rug leading to place excessive weight on her left lower extremity to prevent her fall. Since then, she was unable to ambulate. The patient called paramedics and was brought to the emergency room. She denied any history of fall. She reported that she stepped the wrong way causing the pain to become worse. She is complaining of severe pain in her lower extremity and back pain. Denies any tingling or numbness. Denies any neurological symptoms. Denies any bowel or bladder incontinence.,X-rays were obtained which were remarkable for left hip fracture. Orthopedic consultation was called for further evaluation and management. On further interview with the patient, it is noted that she has a history of malignant melanoma, which was diagnosed approximately 4 to 5 years ago. She underwent surgery at that time and subsequently, she was noted to have a spread to the lymphatic system and lymph nodes for which she underwent surgery in 3/2008.,PAST MEDICAL HISTORY: , Sciatica and melanoma.,PAST SURGICAL HISTORY: ,As discussed above, surgery for melanoma and hysterectomy.,ALLERGIES: , NONE.,SOCIAL HISTORY: , Denies any tobacco or alcohol use. She is divorced with 2 children. She lives with her son.,PHYSICAL EXAMINATION:,GENERAL: The patient is well developed, well nourished in mild distress secondary to left lower extremity and back pain.,MUSCULOSKELETAL: Examination of the left lower extremity, there is presence of apparent shortening and external rotation deformity. Tenderness to palpation is present. Leg rolling is positive for severe pain in the left proximal hip. Further examination of the spine is incomplete secondary to severe leg pain. She is unable to perform a straight leg raising. EHL/EDL 5/5. 2+ pulses are present distally. Calf is soft and nontender. Homans sign is negative. Sensation to light touch is intact.,IMAGING:, AP view of the hip is reviewed. Only 1 limited view is obtained. This is a poor quality x-ray with a lot of soft tissue shadow. This x-ray is significant for basicervical-type femoral neck fracture. Lesser trochanter is intact. This is a high intertrochanteric fracture/basicervical. There is presence of lytic lesion around the femoral neck, which is not well delineated on this particular x-ray. We need to order repeat x-rays including AP pelvis, femur, and knee.,LABS:, Have been reviewed.,ASSESSMENT: , The patient is a 53-year-old female with probable pathological fracture of the left proximal femur.,DISCUSSION AND PLAN: , Nature and course of the diagnosis has been discussed with the patient. Based on her presentation without any history of obvious fall or trauma and past history of malignant melanoma, this appears to be a pathological fracture of the left proximal hip. At the present time, I would recommend obtaining a bone scan and repeat x-rays, which will include AP pelvis, femur, hip including knee. She denies any pain elsewhere. She does have a past history of back pain and sciatica, but at the present time, this appears to be a metastatic bone lesion with pathological fracture. I have discussed the case with Dr. X and recommended oncology consultation.,With the above fracture and presentation, she needs a left hip hemiarthroplasty versus calcar hemiarthroplasty, cemented type. Indication, risk, and benefits of left hip hemiarthroplasty has been discussed with the patient, which includes, but not limited to bleeding, infection, nerve injury, blood vessel injury, dislocation early and late, persistent pain, leg length discrepancy, myositis ossificans, intraoperative fracture, prosthetic fracture, need for conversion to total hip replacement surgery, revision surgery, DVT, pulmonary embolism, risk of anesthesia, need for blood transfusion, and cardiac arrest. She understands above and is willing to undergo further procedure. The goal and the functional outcome have been explained. Further plan will be discussed with her once we obtain the bone scan and the radiographic studies. We will also await for the oncology feedback and clearance.,Thank you very much for allowing me to participate in the care of this patient. I will continue to follow up.",1-88811 +2,7,01/01/2061,Orthopedic,"REASON FOR CONSULTATION: , Left hip fracture.,HISTORY OF PRESENT ILLNESS: , The patient is a pleasant 53-year-old female with a known history of sciatica, apparently presented to the emergency room due to severe pain in the left lower extremity and unable to bear weight. History was obtained from the patient. As per the history, she reported that she has been having back pain with left leg pain since past 4 weeks. She has been using a walker for ambulation due to disabling pain in her left thigh and lower back. She was seen by her primary care physician and was scheduled to go for MRI yesterday. However, she was walking and her right foot got caught on some type of rug leading to place excessive weight on her left lower extremity to prevent her fall. Since then, she was unable to ambulate. The patient called paramedics and was brought to the emergency room. She denied any history of fall. She reported that she stepped the wrong way causing the pain to become worse. She is complaining of severe pain in her lower extremity and back pain. Denies any tingling or numbness. Denies any neurological symptoms. Denies any bowel or bladder incontinence.,X-rays were obtained which were remarkable for left hip fracture. Orthopedic consultation was called for further evaluation and management. On further interview with the patient, it is noted that she has a history of malignant melanoma, which was diagnosed approximately 4 to 5 years ago. She underwent surgery at that time and subsequently, she was noted to have a spread to the lymphatic system and lymph nodes for which she underwent surgery in 3/2008.,PAST MEDICAL HISTORY: , Sciatica and melanoma.,PAST SURGICAL HISTORY: ,As discussed above, surgery for melanoma and hysterectomy.,ALLERGIES: , NONE.,SOCIAL HISTORY: , Denies any tobacco or alcohol use. She is divorced with 2 children. She lives with her son.,PHYSICAL EXAMINATION:,GENERAL: The patient is well developed, well nourished in mild distress secondary to left lower extremity and back pain.,MUSCULOSKELETAL: Examination of the left lower extremity, there is presence of apparent shortening and external rotation deformity. Tenderness to palpation is present. Leg rolling is positive for severe pain in the left proximal hip. Further examination of the spine is incomplete secondary to severe leg pain. She is unable to perform a straight leg raising. EHL/EDL 5/5. 2+ pulses are present distally. Calf is soft and nontender. Homans sign is negative. Sensation to light touch is intact.,IMAGING:, AP view of the hip is reviewed. Only 1 limited view is obtained. This is a poor quality x-ray with a lot of soft tissue shadow. This x-ray is significant for basicervical-type femoral neck fracture. Lesser trochanter is intact. This is a high intertrochanteric fracture/basicervical. There is presence of lytic lesion around the femoral neck, which is not well delineated on this particular x-ray. We need to order repeat x-rays including AP pelvis, femur, and knee.,LABS:, Have been reviewed.,ASSESSMENT: , The patient is a 53-year-old female with probable pathological fracture of the left proximal femur.,DISCUSSION AND PLAN: , Nature and course of the diagnosis has been discussed with the patient. Based on her presentation without any history of obvious fall or trauma and past history of malignant melanoma, this appears to be a pathological fracture of the left proximal hip. At the present time, I would recommend obtaining a bone scan and repeat x-rays, which will include AP pelvis, femur, hip including knee. She denies any pain elsewhere. She does have a past history of back pain and sciatica, but at the present time, this appears to be a metastatic bone lesion with pathological fracture. I have discussed the case with Dr. X and recommended oncology consultation.,With the above fracture and presentation, she needs a left hip hemiarthroplasty versus calcar hemiarthroplasty, cemented type. Indication, risk, and benefits of left hip hemiarthroplasty has been discussed with the patient, which includes, but not limited to bleeding, infection, nerve injury, blood vessel injury, dislocation early and late, persistent pain, leg length discrepancy, myositis ossificans, intraoperative fracture, prosthetic fracture, need for conversion to total hip replacement surgery, revision surgery, DVT, pulmonary embolism, risk of anesthesia, need for blood transfusion, and cardiac arrest. She understands above and is willing to undergo further procedure. The goal and the functional outcome have been explained. Further plan will be discussed with her once we obtain the bone scan and the radiographic studies. We will also await for the oncology feedback and clearance.,Thank you very much for allowing me to participate in the care of this patient. I will continue to follow up.",2-21552 +3,9,01/01/2065,Orthopedic,"HISTORY OF PRESENT ILLNESS: , The patient is a 57-year-old female being seen today for evaluation of pain and symptoms related to a recurrent bunion deformity in bilateral feet, right greater than left. The patient states she is having increasing symptoms of pain and discomfort associated with recurrence of bunion deformity on the right foot and pain localized to the second toe and MTP joint of the right foot as well. The patient had prior surgery performed approximately 13 years ago. She states that since the time of the original surgery the deformity has slowly recurred, and she has noticed progressive deformity in the lesser toes at the second and third toes of the left foot and involving the second toe of the right foot. The patient is employed on her feet as a hospital employee and states that she does wear a functional orthotic which does provide some relief of forefoot pain although not complete.,PAST MEDICAL HISTORY, FAMILY HISTORY, SOCIAL HISTORY & REVIEW OF SYSTEMS:, See Patient History sheet, which was reviewed with the patient and is signed in the chart. Past medical history on the patient, past surgical history, current medications, drug-related allergies and social history have all been updated and reviewed, and enclosed in the chart.,PHYSICAL EXAMINATION: , Physical exam reveals a pleasant, 57-year-old female who is 5 feet 4 inches and 150 pounds. She has palpable pulses. Neurologic sensation is intact. Examination of the extremities shows the patient as having well-healed surgical sites from her arthroplasty, second digits bilaterally and prior bunionectomy. There is a recurrence of bunion deformity noted on both great toes although the patient notes to have reasonably good range of movement. She has particular pain in the second MTP joint of the right foot and demonstrates a mild claw-toe deformity of the second and third toes to the left foot, and to a lesser degree the second toe to the right. Gait analysis: The patient stands and walks with a rather severe pes planus and has generalized hypermobility noted in the feet.,X-RAY INTERPRETATION:, X-rays taken today; three views to the right foot shows presence of internal K-wire and wire from prior bunionectomy. Biomechanical analysis shows 15 degree intermetatarsal angle and approximately 45 degree hallux abducto valgus angle. No evidence of arthrosis in the joint is noted. Significant shift to the fibular sesamoid is present.,ASSESSMENT:,1. Recurrent bunion deformity, right forefoot.,2. Pes planovalgus deformity, bilateral feet.,PLAN/TREATMENT:,1. Today, we did review remaining treatment options with the patient including the feasibility of conservative versus surgical treatment. The patient would require an open wedge osteotomy to reduce the intermetatarsal angle with the lateral release and a decompression osteotomy at the second metatarsal. Anticipated length of healing was noted for the patient as were potential risks and complications. The patient ultimately would probably require surgery on her left foot at a later date as well.,2. The patient will explore her ability to get out of work for the above-mentioned period of time and will be in touch with regards regarding scheduling at a later date.,3. All questions were answered.",3-16333 +4,9,01/01/2065,Orthopedic,"HISTORY OF PRESENT ILLNESS: , The patient is a 57-year-old female being seen today for evaluation of pain and symptoms related to a recurrent bunion deformity in bilateral feet, right greater than left. The patient states she is having increasing symptoms of pain and discomfort associated with recurrence of bunion deformity on the right foot and pain localized to the second toe and MTP joint of the right foot as well. The patient had prior surgery performed approximately 13 years ago. She states that since the time of the original surgery the deformity has slowly recurred, and she has noticed progressive deformity in the lesser toes at the second and third toes of the left foot and involving the second toe of the right foot. The patient is employed on her feet as a hospital employee and states that she does wear a functional orthotic which does provide some relief of forefoot pain although not complete.,PAST MEDICAL HISTORY, FAMILY HISTORY, SOCIAL HISTORY & REVIEW OF SYSTEMS:, See Patient History sheet, which was reviewed with the patient and is signed in the chart. Past medical history on the patient, past surgical history, current medications, drug-related allergies and social history have all been updated and reviewed, and enclosed in the chart.,PHYSICAL EXAMINATION: , Physical exam reveals a pleasant, 57-year-old female who is 5 feet 4 inches and 150 pounds. She has palpable pulses. Neurologic sensation is intact. Examination of the extremities shows the patient as having well-healed surgical sites from her arthroplasty, second digits bilaterally and prior bunionectomy. There is a recurrence of bunion deformity noted on both great toes although the patient notes to have reasonably good range of movement. She has particular pain in the second MTP joint of the right foot and demonstrates a mild claw-toe deformity of the second and third toes to the left foot, and to a lesser degree the second toe to the right. Gait analysis: The patient stands and walks with a rather severe pes planus and has generalized hypermobility noted in the feet.,X-RAY INTERPRETATION:, X-rays taken today; three views to the right foot shows presence of internal K-wire and wire from prior bunionectomy. Biomechanical analysis shows 15 degree intermetatarsal angle and approximately 45 degree hallux abducto valgus angle. No evidence of arthrosis in the joint is noted. Significant shift to the fibular sesamoid is present.,ASSESSMENT:,1. Recurrent bunion deformity, right forefoot.,2. Pes planovalgus deformity, bilateral feet.,PLAN/TREATMENT:,1. Today, we did review remaining treatment options with the patient including the feasibility of conservative versus surgical treatment. The patient would require an open wedge osteotomy to reduce the intermetatarsal angle with the lateral release and a decompression osteotomy at the second metatarsal. Anticipated length of healing was noted for the patient as were potential risks and complications. The patient ultimately would probably require surgery on her left foot at a later date as well.,2. The patient will explore her ability to get out of work for the above-mentioned period of time and will be in touch with regards regarding scheduling at a later date.,3. All questions were answered.",4-22352 +5,14,01/01/2060,Orthopedic,"DIAGNOSIS:, Synovitis/anterior cruciate ligament tear of the left knee.,HISTORY: , The patient is a 52-year-old male, who was referred to Physical Therapy, secondary to left knee pain. The patient states that on 10/02/08, the patient fell in a grocery store. He reports slipping on a grape that was on the floor. The patient states he went to the emergency room and then followed up with his primary care physician. The patient was then ultimately referred to Physical Therapy. After receiving a knee brace, history and information was received through a translator as the patient is Spanish speaking only.,PAST MEDICAL HISTORY: , Past medical history is unremarkable.,MEDICAL IMAGING: , Medical imaging is significant for x-rays and MRIs. The report was available at the time of the evaluation. The patient reports abnormal posterior horn of medial meniscus consistent with knee degenerative change and possibly tears.,MEDICATIONS:,1. Tramadol.,2. Diclofenac.,3. Advil.,4. Tylenol.,SUBJECTIVE: , The patient rates his pain at 6/10 on the Pain Analog Scale, primarily with ambulation. The patient does deny pain at night. The patient does present with his knee brace on the exterior of his __________ leg and appears to be on backboard.,FUNCTIONAL ACTIVITIES AND HOBBIES: ,Functional activities and hobbies that are currently limited include any work as the patient is currently unemployed and is looking for a job; however, his primary skills are of a laborer and a street broker for new homes.,OBJECTIVE: ,Upon observation, the patient is ambulating with a significant antalgic gait pattern. However, he is not using any assistive device. The knee brace was corrected and the patient and his wife demonstrated understanding and knowledge of how to place the knee brace on correctly.,ACTIVE RANGE OF MOTION: , Active range of motion of the left knee is 0 to 105 degrees with pain during range of motion. Right knee active range of motion is 0 to 126 degrees.,STRENGTH: ,Strength is 3/5 for left knee, 4+/5 for right knee. The patient denies any pain upon light and deep palpation at the knee joints. There is no evidence of temperature change, increased swelling or any discoloration at the left knee joint. The patient does not appear to have instability at this time with formal tests at the left knee joint.,SPECIAL TESTS: ,The patient performed a six-minute walk test. He was able to complete 600 feet; however, had to stop this test at approximately five minutes, secondary to significant increase in pain.,ASSESSMENT:, The patient would benefit from skilled physical therapy intervention in order to address the following problem list:,1. Increased pain.,2. Decreased range of motion.,3. Decreased strength.,4. Decreased ability to perform functional activities and work tasks.,5. Decreased ambulation tolerance.,SHORT-TERM GOALS TO BE COMPLETED IN THREE WEEKS:,1. Patient will demonstrate independence with the home exercise program.,2. Patient will report maximum pain of 2/10 on a Pain Analog Scale within a 24-hour period.,3. The patient will demonstrate left knee active range of motion, 0 to 120 degrees, without significant increase in pain during motion.,4. The patient will demonstrate 4/5 strength for the left knee.,5. The patient will complete 800 feet in a six-minute walk test without significant increase in pain.,LONG-TERM GOALS TO BE COMPLETED IN SIX WEEKS:,1. The patient will demonstrate bilateral knee active range of motion, 0 to 130 degrees.,2. The patient will demonstrate 5/5 lower extremity strength bilaterally without significant increase in pain.,3. Patient will complete 1000 feet in a six-minute walk test without increase in pain and tolerate full completion of the six minutes.,4. The patient will improve confidence with ability to perform work activity, when the situation improves and resolves.,PROGNOSIS: ,Prognosis is good for above-stated goals, with compliance to a home exercise program and treatment.,SESSION PLAN: , The patient to be seen two to three times a week for six weeks for the following:,1. Therapeutic exercise with home exercise program.",5-13028 +6,14,01/01/2060,Orthopedic,"DIAGNOSIS:, Synovitis/anterior cruciate ligament tear of the left knee.,HISTORY: , The patient is a 52-year-old male, who was referred to Physical Therapy, secondary to left knee pain. The patient states that on 10/02/08, the patient fell in a grocery store. He reports slipping on a grape that was on the floor. The patient states he went to the emergency room and then followed up with his primary care physician. The patient was then ultimately referred to Physical Therapy. After receiving a knee brace, history and information was received through a translator as the patient is Spanish speaking only.,PAST MEDICAL HISTORY: , Past medical history is unremarkable.,MEDICAL IMAGING: , Medical imaging is significant for x-rays and MRIs. The report was available at the time of the evaluation. The patient reports abnormal posterior horn of medial meniscus consistent with knee degenerative change and possibly tears.,MEDICATIONS:,1. Tramadol.,2. Diclofenac.,3. Advil.,4. Tylenol.,SUBJECTIVE: , The patient rates his pain at 6/10 on the Pain Analog Scale, primarily with ambulation. The patient does deny pain at night. The patient does present with his knee brace on the exterior of his __________ leg and appears to be on backboard.,FUNCTIONAL ACTIVITIES AND HOBBIES: ,Functional activities and hobbies that are currently limited include any work as the patient is currently unemployed and is looking for a job; however, his primary skills are of a laborer and a street broker for new homes.,OBJECTIVE: ,Upon observation, the patient is ambulating with a significant antalgic gait pattern. However, he is not using any assistive device. The knee brace was corrected and the patient and his wife demonstrated understanding and knowledge of how to place the knee brace on correctly.,ACTIVE RANGE OF MOTION: , Active range of motion of the left knee is 0 to 105 degrees with pain during range of motion. Right knee active range of motion is 0 to 126 degrees.,STRENGTH: ,Strength is 3/5 for left knee, 4+/5 for right knee. The patient denies any pain upon light and deep palpation at the knee joints. There is no evidence of temperature change, increased swelling or any discoloration at the left knee joint. The patient does not appear to have instability at this time with formal tests at the left knee joint.,SPECIAL TESTS: ,The patient performed a six-minute walk test. He was able to complete 600 feet; however, had to stop this test at approximately five minutes, secondary to significant increase in pain.,ASSESSMENT:, The patient would benefit from skilled physical therapy intervention in order to address the following problem list:,1. Increased pain.,2. Decreased range of motion.,3. Decreased strength.,4. Decreased ability to perform functional activities and work tasks.,5. Decreased ambulation tolerance.,SHORT-TERM GOALS TO BE COMPLETED IN THREE WEEKS:,1. Patient will demonstrate independence with the home exercise program.,2. Patient will report maximum pain of 2/10 on a Pain Analog Scale within a 24-hour period.,3. The patient will demonstrate left knee active range of motion, 0 to 120 degrees, without significant increase in pain during motion.,4. The patient will demonstrate 4/5 strength for the left knee.,5. The patient will complete 800 feet in a six-minute walk test without significant increase in pain.,LONG-TERM GOALS TO BE COMPLETED IN SIX WEEKS:,1. The patient will demonstrate bilateral knee active range of motion, 0 to 130 degrees.,2. The patient will demonstrate 5/5 lower extremity strength bilaterally without significant increase in pain.,3. Patient will complete 1000 feet in a six-minute walk test without increase in pain and tolerate full completion of the six minutes.,4. The patient will improve confidence with ability to perform work activity, when the situation improves and resolves.,PROGNOSIS: ,Prognosis is good for above-stated goals, with compliance to a home exercise program and treatment.,SESSION PLAN: , The patient to be seen two to three times a week for six weeks for the following:,1. Therapeutic exercise with home exercise program.",6-17889 +7,16,01/01/2061,Orthopedic,"EXAM:,MRI LEFT KNEE WITHOUT CONTRAST,CLINICAL:,This is a 53-year-old female with left knee pain being evaluated for ACL tear.,FINDINGS:,This examination was performed on 10-14-05.,Normal medial meniscus without intrasubstance degeneration, surface fraying or discrete meniscal tear.,There is a discoid lateral meniscus and although there may be minimal superficial fraying along the inner edge of the body, there is no discrete tear (series #6 images #7-12).,There is a near-complete or complete tear of the femoral attachment of the anterior cruciate ligament. The ligament has a balled-up appearance consistent with at least partial retraction of most of the fibers of the ligament. There may be a few fibers still intact (series #4 images #12-14; series #5 images #12-14). The tibial fibers are normal.,Normal posterior cruciate ligament.,There is a sprain of the medial collateral ligament, with mild separation of the deep and superficial fibers at the femoral attachment (series #7 images #6-12). There is no complete tear or discontinuity and there is no meniscocapsular separation.,There is a sprain of the lateral ligament complex without focal tear or discontinuity of any of the intraarticular components.,Normal iliotibial band.,Normal quadriceps and patellar tendons.,There is contusion within the posterolateral corner of the tibia. There is also contusion within the patella at the midline patellar ridge where there is an area of focal chondral flattening (series #8 images #10-13). The medial and lateral patellar facets are otherwise normal as is the femoral trochlea in the there is no patellar subluxation.,There is a mild strain of the vastus medialis oblique muscle extending into the medial patellofemoral ligament and medial patellar retinaculum but there is no complete tear or discontinuity.,Normal lateral patellar retinaculum. There is a joint effusion and plica.,IMPRESSION:, Discoid lateral meniscus without a tear although there may be minimal superficial fraying along the inner edge of the body. Near-complete if not complete tear of the femoral attachment of the anterior cruciate ligament. Medial capsule sprain with associated strain of the vastus medialis oblique muscle. There is focal contusion within the patella at the midline patella ridge. Joint effusion and plica.",7-72789 +8,17,01/01/2060,Orthopedic,"DIAGNOSIS:, Synovitis/anterior cruciate ligament tear of the left knee.,HISTORY: , The patient is a 52-year-old male, who was referred to Physical Therapy, secondary to left knee pain. The patient states that on 10/02/08, the patient fell in a grocery store. He reports slipping on a grape that was on the floor. The patient states he went to the emergency room and then followed up with his primary care physician. The patient was then ultimately referred to Physical Therapy. After receiving a knee brace, history and information was received through a translator as the patient is Spanish speaking only.,PAST MEDICAL HISTORY: , Past medical history is unremarkable.,MEDICAL IMAGING: , Medical imaging is significant for x-rays and MRIs. The report was available at the time of the evaluation. The patient reports abnormal posterior horn of medial meniscus consistent with knee degenerative change and possibly tears.,MEDICATIONS:,1. Tramadol.,2. Diclofenac.,3. Advil.,4. Tylenol.,SUBJECTIVE: , The patient rates his pain at 6/10 on the Pain Analog Scale, primarily with ambulation. The patient does deny pain at night. The patient does present with his knee brace on the exterior of his __________ leg and appears to be on backboard.,FUNCTIONAL ACTIVITIES AND HOBBIES: ,Functional activities and hobbies that are currently limited include any work as the patient is currently unemployed and is looking for a job; however, his primary skills are of a laborer and a street broker for new homes.,OBJECTIVE: ,Upon observation, the patient is ambulating with a significant antalgic gait pattern. However, he is not using any assistive device. The knee brace was corrected and the patient and his wife demonstrated understanding and knowledge of how to place the knee brace on correctly.,ACTIVE RANGE OF MOTION: , Active range of motion of the left knee is 0 to 105 degrees with pain during range of motion. Right knee active range of motion is 0 to 126 degrees.,STRENGTH: ,Strength is 3/5 for left knee, 4+/5 for right knee. The patient denies any pain upon light and deep palpation at the knee joints. There is no evidence of temperature change, increased swelling or any discoloration at the left knee joint. The patient does not appear to have instability at this time with formal tests at the left knee joint.,SPECIAL TESTS: ,The patient performed a six-minute walk test. He was able to complete 600 feet; however, had to stop this test at approximately five minutes, secondary to significant increase in pain.,ASSESSMENT:, The patient would benefit from skilled physical therapy intervention in order to address the following problem list:,1. Increased pain.,2. Decreased range of motion.,3. Decreased strength.,4. Decreased ability to perform functional activities and work tasks.,5. Decreased ambulation tolerance.,SHORT-TERM GOALS TO BE COMPLETED IN THREE WEEKS:,1. Patient will demonstrate independence with the home exercise program.,2. Patient will report maximum pain of 2/10 on a Pain Analog Scale within a 24-hour period.,3. The patient will demonstrate left knee active range of motion, 0 to 120 degrees, without significant increase in pain during motion.,4. The patient will demonstrate 4/5 strength for the left knee.,5. The patient will complete 800 feet in a six-minute walk test without significant increase in pain.,LONG-TERM GOALS TO BE COMPLETED IN SIX WEEKS:,1. The patient will demonstrate bilateral knee active range of motion, 0 to 130 degrees.,2. The patient will demonstrate 5/5 lower extremity strength bilaterally without significant increase in pain.,3. Patient will complete 1000 feet in a six-minute walk test without increase in pain and tolerate full completion of the six minutes.,4. The patient will improve confidence with ability to perform work activity, when the situation improves and resolves.,PROGNOSIS: ,Prognosis is good for above-stated goals, with compliance to a home exercise program and treatment.,SESSION PLAN: , The patient to be seen two to three times a week for six weeks for the following:,1. Therapeutic exercise with home exercise program.",8-75892 +9,17,01/01/2060,Orthopedic,"DIAGNOSIS:, Synovitis/anterior cruciate ligament tear of the left knee.,HISTORY: , The patient is a 52-year-old male, who was referred to Physical Therapy, secondary to left knee pain. The patient states that on 10/02/08, the patient fell in a grocery store. He reports slipping on a grape that was on the floor. The patient states he went to the emergency room and then followed up with his primary care physician. The patient was then ultimately referred to Physical Therapy. After receiving a knee brace, history and information was received through a translator as the patient is Spanish speaking only.,PAST MEDICAL HISTORY: , Past medical history is unremarkable.,MEDICAL IMAGING: , Medical imaging is significant for x-rays and MRIs. The report was available at the time of the evaluation. The patient reports abnormal posterior horn of medial meniscus consistent with knee degenerative change and possibly tears.,MEDICATIONS:,1. Tramadol.,2. Diclofenac.,3. Advil.,4. Tylenol.,SUBJECTIVE: , The patient rates his pain at 6/10 on the Pain Analog Scale, primarily with ambulation. The patient does deny pain at night. The patient does present with his knee brace on the exterior of his __________ leg and appears to be on backboard.,FUNCTIONAL ACTIVITIES AND HOBBIES: ,Functional activities and hobbies that are currently limited include any work as the patient is currently unemployed and is looking for a job; however, his primary skills are of a laborer and a street broker for new homes.,OBJECTIVE: ,Upon observation, the patient is ambulating with a significant antalgic gait pattern. However, he is not using any assistive device. The knee brace was corrected and the patient and his wife demonstrated understanding and knowledge of how to place the knee brace on correctly.,ACTIVE RANGE OF MOTION: , Active range of motion of the left knee is 0 to 105 degrees with pain during range of motion. Right knee active range of motion is 0 to 126 degrees.,STRENGTH: ,Strength is 3/5 for left knee, 4+/5 for right knee. The patient denies any pain upon light and deep palpation at the knee joints. There is no evidence of temperature change, increased swelling or any discoloration at the left knee joint. The patient does not appear to have instability at this time with formal tests at the left knee joint.,SPECIAL TESTS: ,The patient performed a six-minute walk test. He was able to complete 600 feet; however, had to stop this test at approximately five minutes, secondary to significant increase in pain.,ASSESSMENT:, The patient would benefit from skilled physical therapy intervention in order to address the following problem list:,1. Increased pain.,2. Decreased range of motion.,3. Decreased strength.,4. Decreased ability to perform functional activities and work tasks.,5. Decreased ambulation tolerance.,SHORT-TERM GOALS TO BE COMPLETED IN THREE WEEKS:,1. Patient will demonstrate independence with the home exercise program.,2. Patient will report maximum pain of 2/10 on a Pain Analog Scale within a 24-hour period.,3. The patient will demonstrate left knee active range of motion, 0 to 120 degrees, without significant increase in pain during motion.,4. The patient will demonstrate 4/5 strength for the left knee.,5. The patient will complete 800 feet in a six-minute walk test without significant increase in pain.,LONG-TERM GOALS TO BE COMPLETED IN SIX WEEKS:,1. The patient will demonstrate bilateral knee active range of motion, 0 to 130 degrees.,2. The patient will demonstrate 5/5 lower extremity strength bilaterally without significant increase in pain.,3. Patient will complete 1000 feet in a six-minute walk test without increase in pain and tolerate full completion of the six minutes.,4. The patient will improve confidence with ability to perform work activity, when the situation improves and resolves.,PROGNOSIS: ,Prognosis is good for above-stated goals, with compliance to a home exercise program and treatment.,SESSION PLAN: , The patient to be seen two to three times a week for six weeks for the following:,1. Therapeutic exercise with home exercise program.",9-41985 +10,28,01/01/2061,Orthopedic,"REASON FOR CONSULTATION: , Left hip fracture.,HISTORY OF PRESENT ILLNESS: , The patient is a pleasant 53-year-old female with a known history of sciatica, apparently presented to the emergency room due to severe pain in the left lower extremity and unable to bear weight. History was obtained from the patient. As per the history, she reported that she has been having back pain with left leg pain since past 4 weeks. She has been using a walker for ambulation due to disabling pain in her left thigh and lower back. She was seen by her primary care physician and was scheduled to go for MRI yesterday. However, she was walking and her right foot got caught on some type of rug leading to place excessive weight on her left lower extremity to prevent her fall. Since then, she was unable to ambulate. The patient called paramedics and was brought to the emergency room. She denied any history of fall. She reported that she stepped the wrong way causing the pain to become worse. She is complaining of severe pain in her lower extremity and back pain. Denies any tingling or numbness. Denies any neurological symptoms. Denies any bowel or bladder incontinence.,X-rays were obtained which were remarkable for left hip fracture. Orthopedic consultation was called for further evaluation and management. On further interview with the patient, it is noted that she has a history of malignant melanoma, which was diagnosed approximately 4 to 5 years ago. She underwent surgery at that time and subsequently, she was noted to have a spread to the lymphatic system and lymph nodes for which she underwent surgery in 3/2008.,PAST MEDICAL HISTORY: , Sciatica and melanoma.,PAST SURGICAL HISTORY: ,As discussed above, surgery for melanoma and hysterectomy.,ALLERGIES: , NONE.,SOCIAL HISTORY: , Denies any tobacco or alcohol use. She is divorced with 2 children. She lives with her son.,PHYSICAL EXAMINATION:,GENERAL: The patient is well developed, well nourished in mild distress secondary to left lower extremity and back pain.,MUSCULOSKELETAL: Examination of the left lower extremity, there is presence of apparent shortening and external rotation deformity. Tenderness to palpation is present. Leg rolling is positive for severe pain in the left proximal hip. Further examination of the spine is incomplete secondary to severe leg pain. She is unable to perform a straight leg raising. EHL/EDL 5/5. 2+ pulses are present distally. Calf is soft and nontender. Homans sign is negative. Sensation to light touch is intact.,IMAGING:, AP view of the hip is reviewed. Only 1 limited view is obtained. This is a poor quality x-ray with a lot of soft tissue shadow. This x-ray is significant for basicervical-type femoral neck fracture. Lesser trochanter is intact. This is a high intertrochanteric fracture/basicervical. There is presence of lytic lesion around the femoral neck, which is not well delineated on this particular x-ray. We need to order repeat x-rays including AP pelvis, femur, and knee.,LABS:, Have been reviewed.,ASSESSMENT: , The patient is a 53-year-old female with probable pathological fracture of the left proximal femur.,DISCUSSION AND PLAN: , Nature and course of the diagnosis has been discussed with the patient. Based on her presentation without any history of obvious fall or trauma and past history of malignant melanoma, this appears to be a pathological fracture of the left proximal hip. At the present time, I would recommend obtaining a bone scan and repeat x-rays, which will include AP pelvis, femur, hip including knee. She denies any pain elsewhere. She does have a past history of back pain and sciatica, but at the present time, this appears to be a metastatic bone lesion with pathological fracture. I have discussed the case with Dr. X and recommended oncology consultation.,With the above fracture and presentation, she needs a left hip hemiarthroplasty versus calcar hemiarthroplasty, cemented type. Indication, risk, and benefits of left hip hemiarthroplasty has been discussed with the patient, which includes, but not limited to bleeding, infection, nerve injury, blood vessel injury, dislocation early and late, persistent pain, leg length discrepancy, myositis ossificans, intraoperative fracture, prosthetic fracture, need for conversion to total hip replacement surgery, revision surgery, DVT, pulmonary embolism, risk of anesthesia, need for blood transfusion, and cardiac arrest. She understands above and is willing to undergo further procedure. The goal and the functional outcome have been explained. Further plan will be discussed with her once we obtain the bone scan and the radiographic studies. We will also await for the oncology feedback and clearance.,Thank you very much for allowing me to participate in the care of this patient. I will continue to follow up.",10-47745 +11,31,01/01/2077,Orthopedic,"EXAM:,MRI LEFT SHOULDER,CLINICAL:,This is a 69-year-old male with pain in the shoulder. Evaluate for rotator cuff tear.,FINDINGS:,Examination was performed on 9/1/05.,There is marked supraspinatus tendinosis and extensive tearing of the substance of the tendon and articular surface, extending into the myotendinous junction as well. There is still a small rim of tendon along the bursal surface, although there may be a small tear at the level of the rotator interval. There is no retracted tendon or muscular atrophy (series #6 images #6-17).,Normal infraspinatus tendon.,There is subscapularis tendinosis with fraying and partial tearing of the superior most fibers extending to the level of the rotator interval (series #9 images #8-13; series #3 images #8-14). There is no complete tear, gap or fiber retraction and there is no muscular atrophy.,There is tendinosis and superficial tearing of the long biceps tendon within the bicipital groove, and there is high grade (near complete) partial tearing of the intracapsular portion of the tendon. The biceps anchor is intact. There are degenerative changes in the greater tuberosity of the humerus but there is no fracture or subluxation.,There is degeneration of the superior labrum and there is a small nondisplaced tear in the posterior superior labrum at the one to two o’clock position (series #6 images #12-14; series #3 images #8-10; series #9 images #5-8). There is a small sublabral foramen at the eleven o’clock position (series #9 image #6). There is no osseous Bankart lesion.,Normal superior, middle and inferior glenohumeral ligaments.,There is hypertrophic osteoarthropathy of the acromioclavicular joint with narrowing of the subacromial space and flattening of the superior surface of the supraspinatus musculotendinous junction, which in the appropriate clinical setting is an MRI manifestation of an impinging lesion (series #8 images #3-12).,Normal coracoacromial, coracohumeral and coracoclavicular ligaments. There is minimal fluid within the glenohumeral joint. There is no atrophy of the deltoid muscle.,IMPRESSION:, There is extensive supraspinatus tendinosis and partial tearing as described. There is no retracted tendon or muscular atrophy, but there may be a small tear along the anterior edge of the tendon at the level of the rotator interval, and this associated partial tearing of the superior most fibers of the subscapularis tendon. There is also a high-grade partial tear of the long biceps tendon as it courses under the transverse humeral ligament. There is no evidence of a complete tear or retracted tendon. Small nondisplaced posterior superior labral tear. Outlet narrowing from the acromioclavicular joint, which in the appropriate clinical setting is an MRI manifestation of an impinging lesion.",11-38125 +12,33,01/01/2040,Orthopedic,"EXAM:,MRI RIGHT SHOULDER,CLINICAL:, A 32-year-old male with shoulder pain.,FINDINGS:,This is a second opinion interpretation of the examination performed on 02/16/06.,Normal supraspinatus tendon without surface fraying, gap or fiber retraction and there is no muscular atrophy.,Normal infraspinatus and subscapularis tendons.,Normal long biceps tendon within the bicipital groove. There is no subluxation of the tendon under the transverse humeral ligament and the intracapsular portion of the tendon is normal.,Normal humeral head without fracture or subluxation.,There is myxoid degeneration within the superior labrum (oblique coronal images #47-48), but there is no discrete tear. The remaining portions of the labrum are normal without osseous Bankart lesion.,Normal superior, middle and inferior glenohumeral ligaments.,There is a persistent os acromiale, and there is minimal reactive marrow edema on both sides of the synchondrosis, suggesting that there may be instability (axial images #3 and 4). There is no diastasis of the acromioclavicular joint itself. There is mild narrowing of the subacromial space secondary to the os acromiale, in the appropriate clinical setting, this may be acting as an impinging lesion (sagittal images #56-59).,Normal coracoacromial, coracohumeral and coracoclavicular ligaments.,There are no effusions or masses.,IMPRESSION:,Changes in the superior labrum compatible with degeneration without a discrete surfacing tear.,There is a persistent os acromiale, and there is reactive marrow edema on both sides of the synchondrosis suggesting instability. There is also mild narrowing of the subacromial space secondary to the os acromiale. This may be acting as an impinging lesion in the appropriate clinical setting.,There is no evidence of a rotator cuff tear.",12-44140 +13,37,01/01/2065,Orthopedic,"HISTORY OF PRESENT ILLNESS: , The patient is a 57-year-old female being seen today for evaluation of pain and symptoms related to a recurrent bunion deformity in bilateral feet, right greater than left. The patient states she is having increasing symptoms of pain and discomfort associated with recurrence of bunion deformity on the right foot and pain localized to the second toe and MTP joint of the right foot as well. The patient had prior surgery performed approximately 13 years ago. She states that since the time of the original surgery the deformity has slowly recurred, and she has noticed progressive deformity in the lesser toes at the second and third toes of the left foot and involving the second toe of the right foot. The patient is employed on her feet as a hospital employee and states that she does wear a functional orthotic which does provide some relief of forefoot pain although not complete.,PAST MEDICAL HISTORY, FAMILY HISTORY, SOCIAL HISTORY & REVIEW OF SYSTEMS:, See Patient History sheet, which was reviewed with the patient and is signed in the chart. Past medical history on the patient, past surgical history, current medications, drug-related allergies and social history have all been updated and reviewed, and enclosed in the chart.,PHYSICAL EXAMINATION: , Physical exam reveals a pleasant, 57-year-old female who is 5 feet 4 inches and 150 pounds. She has palpable pulses. Neurologic sensation is intact. Examination of the extremities shows the patient as having well-healed surgical sites from her arthroplasty, second digits bilaterally and prior bunionectomy. There is a recurrence of bunion deformity noted on both great toes although the patient notes to have reasonably good range of movement. She has particular pain in the second MTP joint of the right foot and demonstrates a mild claw-toe deformity of the second and third toes to the left foot, and to a lesser degree the second toe to the right. Gait analysis: The patient stands and walks with a rather severe pes planus and has generalized hypermobility noted in the feet.,X-RAY INTERPRETATION:, X-rays taken today; three views to the right foot shows presence of internal K-wire and wire from prior bunionectomy. Biomechanical analysis shows 15 degree intermetatarsal angle and approximately 45 degree hallux abducto valgus angle. No evidence of arthrosis in the joint is noted. Significant shift to the fibular sesamoid is present.,ASSESSMENT:,1. Recurrent bunion deformity, right forefoot.,2. Pes planovalgus deformity, bilateral feet.,PLAN/TREATMENT:,1. Today, we did review remaining treatment options with the patient including the feasibility of conservative versus surgical treatment. The patient would require an open wedge osteotomy to reduce the intermetatarsal angle with the lateral release and a decompression osteotomy at the second metatarsal. Anticipated length of healing was noted for the patient as were potential risks and complications. The patient ultimately would probably require surgery on her left foot at a later date as well.,2. The patient will explore her ability to get out of work for the above-mentioned period of time and will be in touch with regards regarding scheduling at a later date.,3. All questions were answered.",13-20820 +14,37,01/01/2065,Orthopedic,"HISTORY OF PRESENT ILLNESS: , The patient is a 57-year-old female being seen today for evaluation of pain and symptoms related to a recurrent bunion deformity in bilateral feet, right greater than left. The patient states she is having increasing symptoms of pain and discomfort associated with recurrence of bunion deformity on the right foot and pain localized to the second toe and MTP joint of the right foot as well. The patient had prior surgery performed approximately 13 years ago. She states that since the time of the original surgery the deformity has slowly recurred, and she has noticed progressive deformity in the lesser toes at the second and third toes of the left foot and involving the second toe of the right foot. The patient is employed on her feet as a hospital employee and states that she does wear a functional orthotic which does provide some relief of forefoot pain although not complete.,PAST MEDICAL HISTORY, FAMILY HISTORY, SOCIAL HISTORY & REVIEW OF SYSTEMS:, See Patient History sheet, which was reviewed with the patient and is signed in the chart. Past medical history on the patient, past surgical history, current medications, drug-related allergies and social history have all been updated and reviewed, and enclosed in the chart.,PHYSICAL EXAMINATION: , Physical exam reveals a pleasant, 57-year-old female who is 5 feet 4 inches and 150 pounds. She has palpable pulses. Neurologic sensation is intact. Examination of the extremities shows the patient as having well-healed surgical sites from her arthroplasty, second digits bilaterally and prior bunionectomy. There is a recurrence of bunion deformity noted on both great toes although the patient notes to have reasonably good range of movement. She has particular pain in the second MTP joint of the right foot and demonstrates a mild claw-toe deformity of the second and third toes to the left foot, and to a lesser degree the second toe to the right. Gait analysis: The patient stands and walks with a rather severe pes planus and has generalized hypermobility noted in the feet.,X-RAY INTERPRETATION:, X-rays taken today; three views to the right foot shows presence of internal K-wire and wire from prior bunionectomy. Biomechanical analysis shows 15 degree intermetatarsal angle and approximately 45 degree hallux abducto valgus angle. No evidence of arthrosis in the joint is noted. Significant shift to the fibular sesamoid is present.,ASSESSMENT:,1. Recurrent bunion deformity, right forefoot.,2. Pes planovalgus deformity, bilateral feet.,PLAN/TREATMENT:,1. Today, we did review remaining treatment options with the patient including the feasibility of conservative versus surgical treatment. The patient would require an open wedge osteotomy to reduce the intermetatarsal angle with the lateral release and a decompression osteotomy at the second metatarsal. Anticipated length of healing was noted for the patient as were potential risks and complications. The patient ultimately would probably require surgery on her left foot at a later date as well.,2. The patient will explore her ability to get out of work for the above-mentioned period of time and will be in touch with regards regarding scheduling at a later date.,3. All questions were answered.",14-48956 +15,37,01/01/2065,Orthopedic,"HISTORY OF PRESENT ILLNESS: , The patient is a 57-year-old female being seen today for evaluation of pain and symptoms related to a recurrent bunion deformity in bilateral feet, right greater than left. The patient states she is having increasing symptoms of pain and discomfort associated with recurrence of bunion deformity on the right foot and pain localized to the second toe and MTP joint of the right foot as well. The patient had prior surgery performed approximately 13 years ago. She states that since the time of the original surgery the deformity has slowly recurred, and she has noticed progressive deformity in the lesser toes at the second and third toes of the left foot and involving the second toe of the right foot. The patient is employed on her feet as a hospital employee and states that she does wear a functional orthotic which does provide some relief of forefoot pain although not complete.,PAST MEDICAL HISTORY, FAMILY HISTORY, SOCIAL HISTORY & REVIEW OF SYSTEMS:, See Patient History sheet, which was reviewed with the patient and is signed in the chart. Past medical history on the patient, past surgical history, current medications, drug-related allergies and social history have all been updated and reviewed, and enclosed in the chart.,PHYSICAL EXAMINATION: , Physical exam reveals a pleasant, 57-year-old female who is 5 feet 4 inches and 150 pounds. She has palpable pulses. Neurologic sensation is intact. Examination of the extremities shows the patient as having well-healed surgical sites from her arthroplasty, second digits bilaterally and prior bunionectomy. There is a recurrence of bunion deformity noted on both great toes although the patient notes to have reasonably good range of movement. She has particular pain in the second MTP joint of the right foot and demonstrates a mild claw-toe deformity of the second and third toes to the left foot, and to a lesser degree the second toe to the right. Gait analysis: The patient stands and walks with a rather severe pes planus and has generalized hypermobility noted in the feet.,X-RAY INTERPRETATION:, X-rays taken today; three views to the right foot shows presence of internal K-wire and wire from prior bunionectomy. Biomechanical analysis shows 15 degree intermetatarsal angle and approximately 45 degree hallux abducto valgus angle. No evidence of arthrosis in the joint is noted. Significant shift to the fibular sesamoid is present.,ASSESSMENT:,1. Recurrent bunion deformity, right forefoot.,2. Pes planovalgus deformity, bilateral feet.,PLAN/TREATMENT:,1. Today, we did review remaining treatment options with the patient including the feasibility of conservative versus surgical treatment. The patient would require an open wedge osteotomy to reduce the intermetatarsal angle with the lateral release and a decompression osteotomy at the second metatarsal. Anticipated length of healing was noted for the patient as were potential risks and complications. The patient ultimately would probably require surgery on her left foot at a later date as well.,2. The patient will explore her ability to get out of work for the above-mentioned period of time and will be in touch with regards regarding scheduling at a later date.,3. All questions were answered.",15-62315 +16,42,01/01/2077,Orthopedic,"EXAM:,MRI LEFT SHOULDER,CLINICAL:,This is a 69-year-old male with pain in the shoulder. Evaluate for rotator cuff tear.,FINDINGS:,Examination was performed on 9/1/05.,There is marked supraspinatus tendinosis and extensive tearing of the substance of the tendon and articular surface, extending into the myotendinous junction as well. There is still a small rim of tendon along the bursal surface, although there may be a small tear at the level of the rotator interval. There is no retracted tendon or muscular atrophy (series #6 images #6-17).,Normal infraspinatus tendon.,There is subscapularis tendinosis with fraying and partial tearing of the superior most fibers extending to the level of the rotator interval (series #9 images #8-13; series #3 images #8-14). There is no complete tear, gap or fiber retraction and there is no muscular atrophy.,There is tendinosis and superficial tearing of the long biceps tendon within the bicipital groove, and there is high grade (near complete) partial tearing of the intracapsular portion of the tendon. The biceps anchor is intact. There are degenerative changes in the greater tuberosity of the humerus but there is no fracture or subluxation.,There is degeneration of the superior labrum and there is a small nondisplaced tear in the posterior superior labrum at the one to two o’clock position (series #6 images #12-14; series #3 images #8-10; series #9 images #5-8). There is a small sublabral foramen at the eleven o’clock position (series #9 image #6). There is no osseous Bankart lesion.,Normal superior, middle and inferior glenohumeral ligaments.,There is hypertrophic osteoarthropathy of the acromioclavicular joint with narrowing of the subacromial space and flattening of the superior surface of the supraspinatus musculotendinous junction, which in the appropriate clinical setting is an MRI manifestation of an impinging lesion (series #8 images #3-12).,Normal coracoacromial, coracohumeral and coracoclavicular ligaments. There is minimal fluid within the glenohumeral joint. There is no atrophy of the deltoid muscle.,IMPRESSION:, There is extensive supraspinatus tendinosis and partial tearing as described. There is no retracted tendon or muscular atrophy, but there may be a small tear along the anterior edge of the tendon at the level of the rotator interval, and this associated partial tearing of the superior most fibers of the subscapularis tendon. There is also a high-grade partial tear of the long biceps tendon as it courses under the transverse humeral ligament. There is no evidence of a complete tear or retracted tendon. Small nondisplaced posterior superior labral tear. Outlet narrowing from the acromioclavicular joint, which in the appropriate clinical setting is an MRI manifestation of an impinging lesion.",16-36537 +17,60,01/01/2039,Orthopedic,"DIAGNOSIS: , Ankle sprain, left ankle.,HISTORY: , The patient is a 31-year-old female who was referred to Physical Therapy secondary to a fall on 10/03/08. The patient states that she tripped over her dog toy and fell with her left foot inverted. The patient states that she received a series of x-rays and MRIs that were unremarkable. After approximately 1 month, the patient continued to have significant debilitating pain in her left ankle. She then received a walking boot and has been in the boot for the past month.,PAST MEDICAL HISTORY: , Significant for hypertension, asthma, and cervical cancer. The cervical cancer was diagnosed as 15 years old. The patient states that her cancer is ""dormant."",MEDICATIONS:,1. Hydrochlorothiazide.,2. Lisinopril.,3. Percocet.,The patient states that the Percocet helps to take the edge of her pain, but does not completely eliminate it.,SUBJECTIVE: , The patient rates the pain at 2/10 on the pain analog scale. The patient states that with elevation and rest, her pain subsides.,FUNCTIONAL ACTIVITIES/HOBBIES: , Currently limited including basic household chores and activities, this does increases her pain. The patient states she also recently joined Weight Watchers and was involved in a walking routine and is currently unable to participate in this activity.,WORK STATUS: , The patient is currently on medical leave as a paraprofessional. The patient states that she works as a teacher's aide in the school system and is required to complete extensive walking and standing activities. The patient states that she is primarily on her feet while at work and rarely has a sitting break for extensive period of time. The patient's goal is to be able to stand and walk without pain.,SOCIAL HISTORY: ,The patient lives in a private home with children and her father. The patient states that she does have stairs to negotiate without the use of a railing. She states that she is able to manage the stairs, however, is very slow with her movement. The patient smokes 1-1/2 packs of cigarettes a day and does not have a history of regular exercise routine.,OBJECTIVE: , Upon observation, the patient is a very obese female who is ambulating with significant antalgic gait pattern and altered normal gait due to the pain as well as the walking boot. Upon inspection of the left ankle, it appears to have swelling, unsure if this swelling is secondary to injury or water retention as the patient states she has significant water retention. When compared to right ankle edema, it is approximately equal. There is no evidence of discoloration or temperature. The patient states that she had no bruising at the time of injury.,Active range of motion of left ankle is as follows: Dorsiflexion is 6 degrees past neutral and plantar flexion is 54 degrees, eversion 20 degrees, and inversion is 30 degrees. Left ankle dorsiflexion lacks 10 degrees from neutral and plantar flexion is 36 degrees, this motion is very painful. The patient was tearful during this activity. Eversion is 3 degrees and inversion is 25 degrees. The patient states this movement was difficult, but not painful. Strength testing of the right lower extremity is grossly 4+-5/5 and left ankle is 2/5 as the patient is unable to obtain full range of motion.,PALPATION: , The patient is very tender to palpation primarily along the lateral malleolus of the left ankle.,JOINT PLAY: , Unable to be assessed secondary to the patient's extreme tenderness and guarding of the ankle joint.,SPECIAL TESTS:, A 6-minute walk test. The patient was able to ambulate approximately 600 feet while wearing her walking boot prior to her pain significantly increasing in the ankle and requiring the test to be stopped.,ASSESSMENT: ,The patient would benefit from skilled physical therapy intervention as a trial of treatment in order to address the following problem list:,1. Increased pain.,2. Decreased range of motion.,3. Decreased strength.,4. Decreased ability to complete work task and functional activities in the home.,5. Decreased gait pattern.,SHORT-TERM GOALS TO BE COMPLETED IN 3 WEEKS:,1. The patient will demonstrate independence with home exercise program.,2. The patient will ambulate without her boot for 48 hours in order to decrease reliance upon the boot for ankle stabilization.,3. The patient will achieve left ankle dorsiflexion to neutral and plantar flexion to 45 degrees without significant increase in pain.,4. The patient will demonstrate 3/5 strength of the left ankle.,5. The patient will tolerate the completion of the 6-minute walk test without the use of a boot with minimal increase in pain.,LONG-TERM GOALS TO BE COMPLETED IN 6 WEEKS:,1. The patient will report 0/10 pain in the 48-hour period without the use of medication and without wearing her boot.,2. The patient will return to go through the work without the use of the walking boot with report of minimal increase in pain and discomfort.,PROGNOSIS:, Fair for above-stated goals with full compliance to home exercise program and therapy treatment as well as the patient motivation.,PLAN: , The patient to be seen three times a week for 6 weeks for the following:",17-53528 +18,60,01/01/2039,Orthopedic,"DIAGNOSIS: , Ankle sprain, left ankle.,HISTORY: , The patient is a 31-year-old female who was referred to Physical Therapy secondary to a fall on 10/03/08. The patient states that she tripped over her dog toy and fell with her left foot inverted. The patient states that she received a series of x-rays and MRIs that were unremarkable. After approximately 1 month, the patient continued to have significant debilitating pain in her left ankle. She then received a walking boot and has been in the boot for the past month.,PAST MEDICAL HISTORY: , Significant for hypertension, asthma, and cervical cancer. The cervical cancer was diagnosed as 15 years old. The patient states that her cancer is ""dormant."",MEDICATIONS:,1. Hydrochlorothiazide.,2. Lisinopril.,3. Percocet.,The patient states that the Percocet helps to take the edge of her pain, but does not completely eliminate it.,SUBJECTIVE: , The patient rates the pain at 2/10 on the pain analog scale. The patient states that with elevation and rest, her pain subsides.,FUNCTIONAL ACTIVITIES/HOBBIES: , Currently limited including basic household chores and activities, this does increases her pain. The patient states she also recently joined Weight Watchers and was involved in a walking routine and is currently unable to participate in this activity.,WORK STATUS: , The patient is currently on medical leave as a paraprofessional. The patient states that she works as a teacher's aide in the school system and is required to complete extensive walking and standing activities. The patient states that she is primarily on her feet while at work and rarely has a sitting break for extensive period of time. The patient's goal is to be able to stand and walk without pain.,SOCIAL HISTORY: ,The patient lives in a private home with children and her father. The patient states that she does have stairs to negotiate without the use of a railing. She states that she is able to manage the stairs, however, is very slow with her movement. The patient smokes 1-1/2 packs of cigarettes a day and does not have a history of regular exercise routine.,OBJECTIVE: , Upon observation, the patient is a very obese female who is ambulating with significant antalgic gait pattern and altered normal gait due to the pain as well as the walking boot. Upon inspection of the left ankle, it appears to have swelling, unsure if this swelling is secondary to injury or water retention as the patient states she has significant water retention. When compared to right ankle edema, it is approximately equal. There is no evidence of discoloration or temperature. The patient states that she had no bruising at the time of injury.,Active range of motion of left ankle is as follows: Dorsiflexion is 6 degrees past neutral and plantar flexion is 54 degrees, eversion 20 degrees, and inversion is 30 degrees. Left ankle dorsiflexion lacks 10 degrees from neutral and plantar flexion is 36 degrees, this motion is very painful. The patient was tearful during this activity. Eversion is 3 degrees and inversion is 25 degrees. The patient states this movement was difficult, but not painful. Strength testing of the right lower extremity is grossly 4+-5/5 and left ankle is 2/5 as the patient is unable to obtain full range of motion.,PALPATION: , The patient is very tender to palpation primarily along the lateral malleolus of the left ankle.,JOINT PLAY: , Unable to be assessed secondary to the patient's extreme tenderness and guarding of the ankle joint.,SPECIAL TESTS:, A 6-minute walk test. The patient was able to ambulate approximately 600 feet while wearing her walking boot prior to her pain significantly increasing in the ankle and requiring the test to be stopped.,ASSESSMENT: ,The patient would benefit from skilled physical therapy intervention as a trial of treatment in order to address the following problem list:,1. Increased pain.,2. Decreased range of motion.,3. Decreased strength.,4. Decreased ability to complete work task and functional activities in the home.,5. Decreased gait pattern.,SHORT-TERM GOALS TO BE COMPLETED IN 3 WEEKS:,1. The patient will demonstrate independence with home exercise program.,2. The patient will ambulate without her boot for 48 hours in order to decrease reliance upon the boot for ankle stabilization.,3. The patient will achieve left ankle dorsiflexion to neutral and plantar flexion to 45 degrees without significant increase in pain.,4. The patient will demonstrate 3/5 strength of the left ankle.,5. The patient will tolerate the completion of the 6-minute walk test without the use of a boot with minimal increase in pain.,LONG-TERM GOALS TO BE COMPLETED IN 6 WEEKS:,1. The patient will report 0/10 pain in the 48-hour period without the use of medication and without wearing her boot.,2. The patient will return to go through the work without the use of the walking boot with report of minimal increase in pain and discomfort.,PROGNOSIS:, Fair for above-stated goals with full compliance to home exercise program and therapy treatment as well as the patient motivation.,PLAN: , The patient to be seen three times a week for 6 weeks for the following:",18-62383 +19,63,01/01/2026,Orthopedic,"CHIEF COMPLAINT: ,This 18 year old male presents today with shoulder pain right. Location: He indicates the problem location is the right shoulder diffusely. Quality: Quality of the pain is described by the patient as aching, throbbing and tolerable. Patient relates pain on a scale from 0 to 10 as 5/10. Severity: The severity has worsened over the past 3 months. Timing (onset/frequency): Onset was gradual and after pitching a baseball game. Modifying Factors: Patient's condition is aggravated by throwing. He participates with difficulty in basketball. Past conservative treatments include NSAID and muscle relaxant medications.,ALLERGIES: , No known medical allergies.,MEDICATION HISTORY:, None.,PAST MEDICAL HISTORY: ,Childhood Illnesses: (+) strep throat (+) mumps (+) chickenpox,PAST SURGICAL HISTORY:, No previous surgeries.,FAMILY HISTORY:, Patient admits a family history of arthritis associated with mother.,SOCIAL HISTORY: , Patient denies smoking, alcohol abuse, illicit drug use and STDs.,REVIEW OF SYSTEMS:,Musculoskeletal: (+) joint or musculoskeletal symptoms (+) stiffness in AM.,Psychiatric: (-) psychiatric or emotional difficulties.,Eyes: (-) visual disturbance or change.,Neurological: (-) neurological symptoms or problems Endocrine: (-) endocrine-related symptoms.,Allergic / Immunologic: (-) allergic or immunologic symptoms.,Ears, Nose, Mouth, Throat: (-) symptoms involving ear, nose, mouth, or throat.,Gastrointestinal: (-) GI symptoms.,Genitourinary: (-) GU symptoms.,Constitutional Symptoms: (-) constitutional symptoms such as fever, headache, nausea, dizziness.,Cardiovascular: (-) cardiovascular problems or chest symptoms.,Respiratory: (-)breathing difficulties, respiratory symptoms.,Physical Exam: BP Standing: 116/68 Resp: 16 HR: 68 Temp: 98.1 Height: 5 ft. 11 in. Weight: 165 lbs. Patient is a 18 year old male who appears pleasant, in no apparent distress, his given age, well developed, well nourished and with good attention to hygiene and body habitus. Oriented to person, place and time. Right shoulder shows evidence of swelling and tenderness. Radial pulses are 2 /4, bilateral. Brachial pulses are 2 /4, bilateral.,Appearance: Normal.,Tenderness: Anterior - moderate, Biceps - none, Posterior - moderate and Subacromial - moderate right.,Range of Motion: Right shoulder ROM shows decreased flexion, decreased extension, decreased adduction, decreased abduction, decreased internal rotation, decreased external rotation. L shoulder normal.,Strength: External rotation - fair. Internal rotation - poor right.,AC Joint: Pain with ABD and cross-chest - mild right.,Rotator Cuff: Impingement - moderate. Painful arc - moderate right.,Instability: None.,TEST & X-RAY RESULTS:, X-rays of the shoulder were performed. X-ray of right shoulder reveals cuff arthropathy present.,IMPRESSION: , Rotator cuff syndrome, right.,PLAN: , Diagnosis of a rotator cuff tendinitis and shoulder impingement were discussed. I noted that this is a very common condition resulting in significant difficulties with use of the arm. Several treatment options and their potential benefits were described. Nonsteroidal anti-inflammatories can be helpful but typically are slow acting. Cortisone shots can be very effective and are quite safe. Often more than one injection may be required. Physical therapy can also be helpful, particularly if there is any loss of shoulder mobility or strength. If these treatments fail to resolve symptoms, an MRI or shoulder arthrogram may be required to rule out a rotator cuff tear. Injected shoulder joint and with Celestone Soluspan 1.0 cc . Ordered x-rays of shoulder right.,PRESCRIPTIONS:, Vioxx Dosage: 25 mg tablet Sig: TID Dispense: 60 Refills: 0 Allow Generic: Yes,PATIENT INSTRUCTIONS:, Patient was instructed to restrict activity. Patient was given instructions on RICE therapy.",19-50597 diff --git a/v1/medcat-trainer/notebook_docs/example_data/psych.csv b/v1/medcat-trainer/notebook_docs/example_data/psych.csv new file mode 100644 index 000000000..752b469c1 --- /dev/null +++ b/v1/medcat-trainer/notebook_docs/example_data/psych.csv @@ -0,0 +1,95 @@ +,name,text +0,0-27173," +REASON FOR REFERRAL: The patient was referred to me by Dr. X of the Clinic due to concerns regarding behavioral acting out as well as encopresis. This is a 90-minute initial intake completed on 10/03/2007. I met with the patient's mother individually for the entire session. I reviewed with her the treatment, consent form, as well as the boundaries of confidentiality, and she stated that she understood these concepts. + +PRESENTING PROBLEMS: Mother reported that her primary concern in regard to the patient had to do with his oppositionality. She was more ambivalent regarding addressing the encopresis. In regards to his oppositionality, she reported that the onset of his oppositionality was approximately at 4 years of age, that before that he had been a very compliant and happy child, and that he has slowly worsened over time. She noted that the oppositionality occurred approximately after his brother, who has multiple medical problems, was born. At that time, mother had spent 2 months back East with the brother due to his feeding issues and will have to go again next year. She reported that in terms of the behaviors that he loses his temper frequently, he argues with her that he defies her authority that she has to ask him many times to do things, that she has to repeat instructions, that he ignores her, that he whines, and this is when he is told to do something that he does not want to do. She reported that he deliberately annoys other people, that he can be angry and resentful. She reported that he does not display these behaviors with the father nor does he display them at home, but they are specific to her. She reported that her response to him typically is that she repeats what she wants him to do many, many times, that eventually she gets upset. She yells at him, talks with him, and tries to make him go and do what she wants him to do. Mother also noted that she probably ignores some his misbehaviors. She stated that the father tends to be more firm and more direct with him, and that, the father sometimes thinks that the mother is too easy on him. In regards to symptoms of depression, she denied symptoms of depression, noting that he tends to only become unhappy when he has to do something that he does not want to do, such as go to school or follow through on a command. She denied any suicidal ideation. She denied all symptoms of anxiety. PTSD was denied. ADHD symptoms were denied, as were all other symptoms of psychopathology. + +In regards to the encopresis, she reported that he has always soiled, he does so 2 to 3 times a day. She reported that he is concerned about this issue. He currently wears underwear and had a pull-up. She reported that he was seen at the Gastroenterology Department here several years ago, and has more recently been seen at the Diseases Center, seen by Dr. Y, reported that the last visit was several months ago, that he is on MiraLax. He does sit on the toilet may be 2 times a day, although that is not consistent. Mother believes that he is probably constipated or impacted again. He refuses to eat any fiber. In regards to what happens when he soils, mother basically takes full responsibility. She cleans and changes his underwear, thinks of things that she has tried, she mostly gets frustrated, makes negative comments, even though she knows that he really cannot help it. She has never provided him with any sort of rewards, because she feels that this is something he just needs to learn to do. In regards to other issues, she noted that he becomes frustrated quite easily, especially around homework, that when mother has to correct him, or when he has had difficulty doing something that he becomes upset, that he will cry, and he will get angry. Mother's response to him is that either she gets agitated and raises her voice, tells him to stop etc. Mother reported it is not only with homework, but also with other tasks, such as if he is trying to build with his LEGOs and things do not go well. + +DEVELOPMENTAL BACKGROUND: The patient was reported to be the 8 pound 12 ounce product of a planned and noncomplicated pregnancy and emergency cesarean delivery. The patient presented in a breech position. Mother denied the use of drugs, alcohol, or tobacco during the pregnancy. No sleeping or eating issues were present in the perinatal period. Temperament was described as easy. He was described as a cuddly baby. No concerns expressed regarding his developmental milestones. No serious injuries reported. No hospitalizations or surgeries. No allergies. The patient has been encopretic for all of his life. He currently is taking MiraLax. + +FAMILY BACKGROUND: The patient lives with his mother who is age 37, and is primarily a homemaker, but does work approximately 48 hours a month as a beautician; with his father, age 35, who is a police officer; and also, with his younger brother who is age 3, and has significant medical problems as will be noted in a moment. Mother and father have been together since 1997, married in 1999. The maternal grandmother and grandfather are living and are together, and live in the Central California Coast Area. There is one maternal aunt, age 33, and then, two adopted maternal aunt and uncle, age 18 and age 13. In regards to the father's side of the family, the paternal grandparents are divorced. Grandfather was in Arkansas, grandmother lives in Dos Palos. The patient does not see his grandfather. Mother stated that her relationship with her child was as described, that he very much stresses her out, that she wishes that he was not so defiant, that she finds him to be a very stressful child to deal with. In regards to the relationship with the father, it was reported that the father tends to leave most of the parenting over to the mother, unless she specifically asks him to do something, and then, he will follow through and do it. He will step in and back mother up in terms of parenting, tell the child not to speak to his mother that way etc. Mother reported that he does spend some time with the children, but not as much as mother would like him to, but occasionally, he will go outside and do things with them. The mother reported that sometimes she has a problem in interfering with his parenting, that she steps in and defends The patient. It was reported that mother stated that she tries the parenting technique, primarily of yelling and tried time-out, although her description suggests that she is not doing time-out correctly, as he simply gets up from his time-out, and she does not follow through. Mother reported that she and the patient are very much alike in temperament, and this has made things more difficult. Mother tends to be stubborn and gets angry easily also. Mother reported becoming fatigued in her parenting, that she lets him get away with things sometimes because she does not want to punish him all day long, sometimes ignores problems that she probably should not ignore. There was reported to be jealousy between The patient and his brother, B. B evidently has some heart problems and feeding issues, and because of that, tends to get more attention in terms of his medical needs, and that the patient is very jealous of that attention and feels that B is favored and that he get things that The patient does not get, and that there is some tension between the brothers. They do play well together; however, The patient does tend to be somewhat intrusive, gets in his space, and then, B will hit him. Mother reported that she graduated from high school, went to Community College, and was an average student. No learning problems. Mother has a history of depression. She has currently been taking 100 mg of Zoloft administered by her primary medical doctor. She is not receiving counseling. She has been on the medications for the last 5 years. Her dosage has not been changed in a year. She feels that she is getting more irritable and more angry. I encouraged her to see a primary medical doctor. Mother has no drug or alcohol history. Father graduated from high school, went to the Police Academy, average student. No learning problems, no psychological problems, no drug or alcohol problems are reported. In terms of extended family, maternal grandmother as well as maternal great grandfather have a history of depression. Other psychiatric symptoms were denied in the family. + +Mother reported that the marriage is generally okay, that there is some arguing. She reported that it was in the normal range. + +ACADEMIC BACKGROUND: The patient attends the Roosevelt Elementary School, where he is in a regular first grade classroom with Mrs. The patient. This is in the Kingsburg Unified School District. No behavior problems, academic problems were reported. He does not receive special education services. + +SOCIAL HISTORY: The patient was described as being able to make and keep friends, but at this point in time, there has been no teasing regarding smell from the encopresis. He does have kids over to play at the house. + +PREVIOUS COUNSELING: Denied. + +DIAGNOSTIC SUMMARY AND IMPRESSION: My impression is that the patient has a long history of constipation and impaction, which has been treated medically, but it would appear that the mother has not followed through consistently with the behavioral component of toilet sitting, increased fiber, regular medication, so that the problem has likely continued. She also has not used any sort of rewards as a way to encourage him, in the encopresis. The patient clearly qualifies for a diagnosis of disruptive behavior disorder, not otherwise specified, and possibly oppositional defiant disorder. It would appear that mother needs help in her parenting, and that she tends to mostly use yelling and anger as a way, and tends to repeat herself a lot, and does not have a strategy for how to follow through and to deal with defiant behavior. Also, mother and father, may not be on the same page in terms of parenting. + +PLAN: In terms of my plan, I will meet with the child in the next couple of weeks. I also asked the mother to bring the father in, so he could be involved in the treatment also, and I gave the mother a behavioral checklist to be completed by herself and the father as well as the teacher. + +DSM IV DIAGNOSES: +AXIS I: Adjustment disorder with disturbance of conduct (309.3). Encopresis, without constipation, overflow incontinence (307.7) +AXIS II: No diagnoses (V71.09). +AXIS III: No diagnoses. +AXIS IV: Problems with primary support group. +AXIS V: Global assessment of functioning equals 65." +1,1-98869," +The patient was interviewed and examined on May 23, 2003, for the purpose of providing an independent medical evaluation. A physician/patient relationship was not established, there was no limit to confidentiality, nor was treatment rendered or advised. This was explained to the patient, he appeared to understand, and agreed to continue. + +IDENTIFYING DATA: Mr. T is a 45-year-old white male. + +CHIEF COMPLAINT: Mr. T presented with significant muscle tremor, constant headaches, excessive nervousness, poor concentration, and poor ability to focus. His confidence and self-esteem are significantly low. He stated he has excessive somnolence, his energy level is extremely low, motivation is low, and he has a lack for personal interests. He has had suicidal ideation, but this is currently in remission. Furthermore, he continues to have hopeless thoughts and crying spells. Mr. T stated these symptoms appeared approximately two months ago. + +HISTORY OF PRESENT ILLNESS: On March 25, 2003, Mr. T was fired from his job secondary, to an event at which he stated he was first being harassed by another employee."" This other, employee had confronted Mr. T with a very aggressive, verbal style, where this employee had placed his face directly in front of Mr. T was spitting on him, and called him ""bitch."" Mr. T then retaliated, and went to hit the other employee. Due to this event, Mr. T was fired. It should be noted that Mr. T stated he had been harassed by this individual for over a year and had reported the harassment to his boss and was told to ""deal with it."" + +There are no other apparent stressors in Mr. T's life at this time or in recent months. Mr. T stated that work was his entire life and he based his entire identity on his work ethic. It should be noted that Mr. T was a process engineer for Plum Industries for the past 14 years. + +PAST PSYCHIATRIC HISTORY: There is no evidence of any psychiatric hospitalizations or psychiatric interventions other than a recent visit to Mr. T's family physician, Dr. B at which point Mr. T was placed on Lexapro with an unknown dose at this time. Mr. T is currently seeing Dr. J for psychotherapy where he has been in treatment since April, 2003. + +PAST PSYCHIATRIC REVIEW OF SYSTEMS: Mr. T denied any history throughout his childhood, adolescence, and early adulthood for depressive, anxiety, or psychotic disorders. He denied any suicide attempts, or profound suicidal or homicidal ideation. Mr. T furthermore stated that his family psychiatric history is unremarkable. + +SUBSTANCE ABUSE HISTORY: Mr. T stated he used alcohol following his divorce in 1993, but has not used it for the last two years. No other substance abuse was noted. + +LEGAL HISTORY: Currently, charges are pending over the above described incident. + +MEDICAL HISTORY: Mr. T denied any hospitalizations, surgeries, or current medications use for any heart disease, lung disease, liver disease, kidney disease, gastrointestinal disease, neurological disease, closed head injury, endocrine disease, infectious, blood or muscles disease other than stating he has a hiatal hernia and hypercholesterolemia. + +PERSONAL AND SOCIAL HISTORY: Mr. T was born in Dwyne, Missouri, with no complications associated with his birth. Originally, he was raised by both parents, but they separated at an early age. When he was about seven years old, he was raised by his mother and stepfather. He did not sustain a relationship with his biological father from that time on. He stated his parents moved a lot, and because this many times he was picked on in his new environments, Mr. T stated he was, at times, a rebellious teenager, but he denied any significant inability to socialize, and denied any learning disabilities or the need for special education. + +Mr. T stated his stepfather was somewhat verbally abusive, and that he committed suicide when Mr. T was 18 years old. He graduated from high school and began work at Dana Corporation for two to three years, after which he worked as an energy, auditor for a gas company. He then became a homemaker while his wife worked for Chrysler for approximately two years. Mr. T was married for eleven years, and divorced in 1993. He has a son who is currently 20 years old. After being a home maker, Mr. T worked for his mother in a restaurant, and moved on from there to work for Borg-Warner corporation for one to two years before beginning at Plum Industries, where he worked for 14 years and worked his way up to lead engineer. + +Mental Status Exam: Mr. T presented with a hyper vigilant appearance, his eye contact was appropriate to the interview, and his motor behavior was tense. At times he showed some involuntary movements that would be more akin to a resting tremor. There was no psychomotor retardation, but there was some mild psychomotor excitement. His speech was clear, concise, but pressured. His attitude was overly negative and his mood was significant for moderate depression, anxiety, anhedonia and loneliness, and mild evidence of anger. There was no evidence of euphoria or diurnal mood variation. His affective expression was restricted range, but there was no evidence of lability. At times, his affective tone and facial expressions were inappropriate to the interview. There was no evidence of auditory, visual, olfactory, gustatory, tactile or visceral hallucinations. There was no evidence of illusions, depersonalizations, or derealizations. Mr. T presented with a sequential and goal directed stream of thought. There was no evidence of incoherence, irrelevance, evasiveness, circumstantiality, loose associations, or concrete thinking. There was no evidence of delusions; however, there was some ambivalence, guilt, and self-derogatory thoughts. There was evidence of concreteness for similarities and proverbs. His intelligence was average. His concentration was mildly impaired, and there was no evidence of distractibility. He was oriented to time, place, person and situation. There was no evidence of clouded consciousness or dissociation. His memory was intact for immediate, recent, and remote events. + +He presented with poor appetite, easily fatigued, and decreased libidinal drive, as well as excessive somnolence. There was a moderate preoccupation with his physical health pertaining to his headaches. His judgment was poor for finances, family relations, social relations, employment, and, at this time, he had no future plans. Mr. T's insight is somewhat moderate as he is aware of his contribution to the problem. His motivation for getting well is good as he accepts offered treatment, complies with recommended treatment, and seeks effective treatments. He has a well-developed empathy for others and capacity for affection. + +There was no evidence of entitlement, egocentricity, controllingness, intimidation, or manipulation. His credibility seemed good. There was no evidence for potential self-injury, suicide, or violence. The reliability and completeness of information was very good, and there were no barriers to communication. The information gathered was based on the patient's self-report and objective testing and observation. His attitude toward the examiner was neutral and his attitude toward the examination process was neutral. There was no evidence for indices of malingering as there was no marked discrepancy between claimed impairment and objective findings, and there was no lack of cooperation with the evaluation or poor compliance with treatment, and no evidence of antisocial personality disorder. + +IMPRESSIONS: Major Depressive Disorder, single episode + +RECOMMENDATIONS AND PLAN: I recommend Mr. T continue with psychopharmacologic care as well as psychotherapy. At this time, the excessive amount of psychiatric symptoms would impede Mr. T from seeking employment. Furthermore, it appears that the primary precipitating event had occurred on March 25, 2003, when Mr. T was fired from his job after being harassed for over a year. As Mr. T placed his entire identity and sense of survival on his work, this was a deafening blow to his psychological functioning. Furthermore, it only appears logical that this would precipitate a major depressive episode. +" +2,2-43989," +REASON FOR REFERRAL: The patient was referred to me by Dr. X of the Hospitalist Service at Children's Hospital due to a recent admission for pseudoseizures. This was a 90-minute initial intake completed on 10/19/2007 with the patient's mother. I have reviewed with her the boundaries of confidentiality and the treatment consent form, and she stated that she had understood these concepts. + +PRESENTING PROBLEM: It is reported that the patient was recently hospitalized and has been hospitalized in 2 occasions for pseudoseizure activity. These were confirmed by video EEG and consist of trembling, shaking, and things of that nature. She does have a history of focal seizures and perhaps simple seizures, which were diagnosed when she was 5 years old, but the seizure activity that was documented during the hospital stay is of a significant different quality. I had met with them in the hospital and introduced myself and gathered some basic background information, but this is a supplement to that information, which is contained within this chart. It was reported to me that she has been under considerable stress. First of all, it should be noted that the patient is developmentally delayed. Although she is 17 years old, she operates at about a fourth grade level. Mother reported that The patient becomes stressed because she thinks that everyone is against her, that she cannot do anything unless someone is there, that she needs a lot of direction, that she gets confused easily, that she thinks that people become angry at her, that she misinterprets what people are saying and thinks that they are upset. It is reported, the patient feels that her mother yells at her, and that is mad at her often. It was reported that in addition she recently has had change in her visitation with her father, that she within the last 6 months, has started seeing her father every other weekend after he had been discharged from prison. She reported that what is stress for her is that sometimes he does not always show up for visits or is late and that upsets her a lot and that she is upset when she has to leave him, also additional stressor is at school. She reports that she has no friends that she feels unwanted and picked on. She gets confused easily at school, worries about things, and believes that the teachers become angry with her. In regards to her mood, mother reported that she is usually happy, unless things do not go her way, and then, she becomes upset and says that nobody cares about her. She sits in the couch, she become angry, does not speak. Mother sends her to her room, and she calms down, takes a couple of deep breaths, and that passes. It is reported that the patient has ""always been this way"" and that is not a change in her behavior. Mother did think that she did seem a little more depressed, that she seems more lonely. Over the last few months, she has seemed a little bit more down because she does not have any friends and that she is bored. Mother reported that she frequently complains of being bored, but has always been this way. No sleep disturbance was noted. No changes in weight. No suicidal ideation. No deficits in energy were noted. Mother did report that she does tend to worry, but her worries tend to be because she gets confused, does not understand what she needs to do, and is quite rigid, but mother did not feel that the worry was actually affecting her functioning on a daily basis. + +DEVELOPMENTAL HISTORY: The patient was the 5 pound 12 ounce product of an unplanned pregnancy and normal spontaneous vaginal delivery. She was delivered at 36 weeks' gestation. Mother reported that she received prenatal care. Difficulties during the pregnancy were denied. The use of drugs, alcohol, tobacco during the pregnancy were denied. No eating or sleeping difficulties during the perinatal period were reported. Temperament was described as easy. The patient is described as a cuddly baby. In terms of serious injuries, they were denied. Serious illnesses: She has been diagnosed since age 5 with seizures. Mother was not able to tell me the exact kind of seizures, but it would appear from I could gather that they are focal seizures and possibly simple-to-complex partial seizures. The patient does not have a history of allergy or toileting problems. She is currently taking Trileptal 450 mg b.i.d., and she is currently taking Depakote, although she is going to be weaned off the Depakote by her neurologist. She is taking Prevacid and ibuprofen. The neurologist that she sees is Dr. Y here at Children's Hospital. + +FAMILY BACKGROUND: In terms of family background, the patient lives with her mother age 38 and her mother's partner, who is age 40, and with her 16-year-old sister who does not have any developmental delays. Mother had been married to the patient's father, but they were together as a couple beginning 1990, married in 1997, separated in 2002, and divorced in 2003; he lives in the ABC area and visits them every other Saturday, but there are no overnight visits. The paternal grandparents are both living here in California, but are separated. They are 3 paternal uncles and 2 paternal aunts. In terms of the maternal family, maternal grandmother and grandfather are deceased. Maternal grandfather deceased in 1991 due to cancer. Maternal grandmother deceased in 2001 due to cancer. There are 5 maternal aunts and 2 maternal uncles, all who live in California. She reported that the patient is particularly close to her maternal aunt, whose name is Carmen. Mother's partner had been married previously; he has 2 children from that relationship, a 23-year-old, and a 20-year-old female, who really are not part of the patient's daily life. In terms of other family background, it was reported that the mother's partner gets frustrated with The patient, does not completely understand the degree of her delay and how that may affect her ability to do things as well as her interpretation of things. The sister was described as having some resentment towards her older sister, that she feels like she was just to watch out for her, care for her, and that sister has always wanted to follow her around and do the things that she does. The biological father allegedly was in jail for a year due to drug possession. Mother reported that he had a problem with methamphetamine. In addition, she reported there is an accusation that he had molested their niece; however, she stated that there was a trial, and he was found to be not guilty of that. She stated there was no evidence that he had ever molested the patient or her sister. There had been quite a bit of chaos in the family when the mother and father were together. There was a lot of arguing. There were a lot of moves, there was domestic violence both from father to mother and mother to father consisting mostly of pushing and shoving by mother's report. The patient did observe this. After the separation, it was reported that there were continued difficulties that the father took the patient and her sister from school without mother's knowledge and had filed to get custody of them and actually ended up having custody of them for a month, and told the patient and her sister that the mother had abandoned them. Mother reported that they went to court, and there was a court order giving the mother custody back after the father went to jail. Mother stated that was approximately 5 years ago. In terms of current, mother reports that she currently works 2 jobs from 8 to 5 on Monday and Friday and from 6 to 10 on Monday, Wednesday's, and Friday's, but she does have the weekends off. The patient was reported also to have a job through her school on several weeknights. + +Mother reported that she graduated from high school, had a year of college. She was an average student, had learning difficulties in reading. No psychological or drug or alcohol history was reported by mother. In terms of the biological father, mother stated that he graduated from high school, had a couple of years of college, was a good student, no learning problems or psychological problems for him were reported. Mother reported that he had a history of methamphetamine use. + +Other psychiatric history in the family was denied. + +SOCIAL HISTORY: She reported that the patient feels like she does not have any friends, that she is lonely and bored, really does not do much for fun. Her fun consists primarily of doing crafts with mother, sewing, painting, drawing, beadwork, and things like that. It was reported that she really feels that she is bored and does not have much to do. + +ACADEMIC BACKGROUND: The patient is in the 11th grade at High School. She has 2 regular education classes, mother could not tell me what they were, but the rest of her classes are special education. Mother could not tell me what her IQ was, although she noticed she works at about a 4th or 5th grade level. Mother reported that the terminology most often used with the patient was developmental delay. Her counselor's name is Mr. XYZ, but she reported that overall she is a good student, but she does have sometimes some difficulties at school, becoming upset or angry regarding the little things that she does not seem to understand. It is reported that the patient feels that she has no friends at school that she is lonely, and that is she does not really care for school. She reported that the patient is involved in a work program through the school where she works at Pet Extreme on Mondays and Wednesdays from 3 to 8 p.m. where she stocks shelves. It is reported that she does not like to go to school because she feels like nobody likes her. She is not involved in any kind of clubs or groups at school. Mother reported that she is also not receiving CVRC services. + +PREVIOUS COUNSELING: Mother reported that she has been in counseling before, but mother could not give me any information about that, who did the counseling, or what it was about. She does receive evidently some peer counseling at school because she gets upset and needs help in calming down. + +DIAGNOSTIC SUMMARY AND IMPRESSION: It appears that the patient best qualifies for a diagnosis of conversion disorder, and information from Neurology suggests that the ""seizure episodes"" are not true seizures, but appear to be pseudoseizures. The patient is experiencing quite bit of stress with a lot of changes in her life, also difficulty in functioning likely due to her developmental delay makes it difficult for her to understand. + +PLAN: My plan is to meet with the patient in approximately 1 to 2 weeks to complete a clinical interview with her, and then to begin teaching coping skills as well as explore ways for reducing her stress. + +DSM IV DIAGNOSES: +AXIS I: Conversion disorder (300.11). +AXIS II: Diagnoses deferred. +AXIS III: Seizure disorder. +AXIS IV: Problems with primary support group, peer problems, and educational problems. +AXIS V: Global assessment of functioning equals 60. +" diff --git a/v1/medcat-trainer/supervisord.conf b/v1/medcat-trainer/supervisord.conf new file mode 100644 index 000000000..3cee5857b --- /dev/null +++ b/v1/medcat-trainer/supervisord.conf @@ -0,0 +1,29 @@ +[supervisord] +nodaemon=true +user=root +logfile=/var/log/supervisord.log +pidfile=/var/run/supervisord.pid + +[program:medcattrainer] +command=sh -c "exec /home/scripts/run.sh 2>&1 | sed 's/^/[medcattrainer] /'" +stdout_logfile=/dev/stdout +stdout_logfile_maxbytes=0 +stderr_logfile=/dev/stderr +stderr_logfile_maxbytes=0 +autorestart=true + +[program:bg-process] +command=sh -c "exec /home/scripts/run-bg-process.sh 2>&1 | sed 's/^/[bg-process] /'" +stdout_logfile=/dev/stdout +stdout_logfile_maxbytes=0 +stderr_logfile=/dev/stderr +stderr_logfile_maxbytes=0 +autorestart=true + +[program:db-backup] +command=sh -c "exec cron -f -l 2 2>&1 | sed 's/^/[db-backup] /'" +stdout_logfile=/dev/stdout +stdout_logfile_maxbytes=0 +stderr_logfile=/dev/stderr +stderr_logfile_maxbytes=0 +autorestart=true \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/Dockerfile b/v1/medcat-trainer/webapp/Dockerfile new file mode 100644 index 000000000..917344666 --- /dev/null +++ b/v1/medcat-trainer/webapp/Dockerfile @@ -0,0 +1,44 @@ +FROM python:3.11 + +# Update and upgrade everything +RUN apt-get update -y && \ + apt-get upgrade -y + +# install vim as its annoying not to have an editor +RUN apt-get install -y vim + +# install supervisor +RUN apt-get install -y supervisor + +# install cron - and remove any default tabs +RUN apt-get install -y cron && which cron && rm -rf /etc/cron.*/* + +# Get node and npm +RUN apt install -y nodejs && apt install -y npm + +# Install Rust - for tokenziers dep in medcat. +RUN curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y +ENV PATH="/root/.cargo/bin:${PATH}" + +# Copy project +WORKDIR /home +COPY ./ . + +# copy backup crontab and chmod scripts +RUN chmod u+x /home/scripts/entry.sh && chmod u+x /home/scripts/crontab && cp /home/scripts/crontab /etc/crontab + +# Build frontend +WORKDIR /home/frontend +RUN npm install && npm run build + +# Install requirements for backend +WORKDIR /home/ +RUN pip install pip --upgrade +RUN pip install --upgrade setuptools +RUN pip install --no-cache-dir -r requirements.txt +ARG SPACY_MODELS="en_core_web_md" +RUN for SPACY_MODEL in ${SPACY_MODELS}; do python -m spacy download ${SPACY_MODEL}; done + +WORKDIR /home/api/ +RUN chmod a+x /home/scripts/run.sh +RUN chmod a+x /home/scripts/run-bg-process.sh diff --git a/v1/medcat-trainer/webapp/api/api/__init__.py b/v1/medcat-trainer/webapp/api/api/__init__.py new file mode 100644 index 000000000..f9e67cbb5 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/__init__.py @@ -0,0 +1,2 @@ + +default_app_config = 'api.apps.ApiConfig' diff --git a/v1/medcat-trainer/webapp/api/api/admin/__init__.py b/v1/medcat-trainer/webapp/api/api/admin/__init__.py new file mode 100644 index 000000000..ba61bf3d8 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/admin/__init__.py @@ -0,0 +1,21 @@ +from .models import * +from .actions import * +from ..models import * + +admin.site.register(Entity) +admin.site.register(MetaTaskValue) +admin.site.register(MetaTask) +admin.site.register(Vocabulary) +admin.site.register(Relation) +admin.site.register(EntityRelation) +admin.site.register(ProjectGroup, ProjectGroupAdmin) +admin.site.register(ProjectAnnotateEntities, ProjectAnnotateEntitiesAdmin) +admin.site.register(AnnotatedEntity, AnnotatedEntityAdmin) +admin.site.register(MetaAnnotation, MetaAnnotationAdmin) +admin.site.register(ConceptDB, ConceptDBAdmin) +admin.site.register(Document, DocumentAdmin) +admin.site.register(ExportedProject, ExportedProjectAdmin) +admin.site.register(ProjectMetrics, ProjectMetricsAdmin) +admin.site.register(Dataset, DatasetAdmin) +admin.site.register(ModelPack, ModelPackAdmin) +admin.site.register(MetaCATModel, MetaCATModelAdmin) diff --git a/v1/medcat-trainer/webapp/api/api/admin/actions.py b/v1/medcat-trainer/webapp/api/api/admin/actions.py new file mode 100644 index 000000000..57b5a16b6 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/admin/actions.py @@ -0,0 +1,393 @@ +import copy +import json +import logging +from datetime import datetime +from io import StringIO +from typing import Dict, List + +from background_task import background +from django.db.models import QuerySet +from django.http import HttpResponse +from rest_framework.exceptions import PermissionDenied + +from api.models import AnnotatedEntity, MetaAnnotation, EntityRelation, Document, ConceptDB +from api.solr_utils import drop_collection, import_all_concepts + +logger = logging.getLogger(__name__) + +_dt_fmt = '%Y-%m-%d %H:%M:%S.%f' + + +def reset_project(modeladmin, request, queryset): + if not request.user.is_staff: + raise PermissionDenied + + for project in queryset: + # Remove all annotations and cascade to meta anns + AnnotatedEntity.objects.filter(project=project).delete() + + # Clear validated_docuents and prepared_documents + project.validated_documents.clear() + project.prepared_documents.clear() + + + +def download_without_text(modeladmin, request, queryset): + if not request.user.is_staff: + raise PermissionDenied + + projects = queryset + return download_projects_without_text(projects, with_doc_name=False) + + +def download_without_text_with_doc_names(modeladmin, request, queryset): + if not request.user.is_staff: + raise PermissionDenied + + projects = queryset + return download_projects_without_text(projects, with_doc_name=True) + + +def download_projects_without_text(projects, with_doc_name): + + all_projects_out = {'projects': []} + for project in projects: + out = {} + out['name'] = project.name + out['id'] = project.id + out['cuis'] = project.cuis + out['documents'] = [] + + if project.cuis_file is not None and project.cuis_file: + # Add cuis from json file if it exists + cuis_from_file = ",".join(json.load(open(project.cuis_file.path))) + all_cuis = out['cuis'] + "," + cuis_from_file if len(out['cuis']) > 0 else cuis_from_file + out['cuis'] = all_cuis + + for doc in project.validated_documents.all(): + out_doc = {} + out_doc['id'] = doc.id + out_doc['last_modified'] = str(doc.last_modified) + out_doc['annotations'] = [] + if with_doc_name: + out_doc['name'] = doc.name + + anns = AnnotatedEntity.objects.filter(project=project, document=doc) + + for ann in anns: + out_ann = {} + out_ann['id'] = ann.id + out_ann['user'] = ann.user.username + out_ann['validated'] = ann.validated + out_ann['correct'] = ann.correct + out_ann['deleted'] = ann.deleted + out_ann['alternative'] = ann.alternative + out_ann['killed'] = ann.killed + out_ann['irrelevant'] = ann.irrelevant + out_ann['last_modified'] = str(ann.last_modified) + out_ann['manually_created'] = ann.manually_created + out_ann['acc'] = ann.acc + out_ann['meta_anns'] = {} + + # Get MetaAnnotations + meta_anns = MetaAnnotation.objects.filter(annotated_entity=ann) + for meta_ann in meta_anns: + o_meta_ann = {} + o_meta_ann['name'] = meta_ann.meta_task.name + o_meta_ann['value'] = meta_ann.meta_task_value.name + o_meta_ann['acc'] = meta_ann.acc + o_meta_ann['validated'] = meta_ann.validated + + # Add annotation + key = meta_ann.meta_task.name + out_ann['meta_anns'][key] = o_meta_ann + + out_doc['annotations'].append(out_ann) + out['documents'].append(out_doc) + all_projects_out['projects'].append(out) + + sio = StringIO() + json.dump(all_projects_out, sio) + sio.seek(0) + + f_name = "MedCAT_Export_No_Text_{}.json".format(datetime.now().strftime('%Y-%m-%d:%H:%M:%S')) + response = HttpResponse(sio, content_type='text/json') + response['Content-Disposition'] = 'attachment; filename={}'.format(f_name) + return response + + +def download(modeladmin, request, queryset): + if not request.user.is_staff: + raise PermissionDenied + projects = queryset + return download_projects_with_text(projects) + + +def download_projects_with_text(projects: QuerySet): + all_projects = retrieve_project_data(projects) + + sio = StringIO() + json.dump(all_projects, sio) + sio.seek(0) + + f_name = "MedCAT_Export_With_Text_{}.json".format(datetime.now().strftime('%Y-%m-%d:%H:%M:%S')) + response = HttpResponse(sio, content_type='text/json') + response['Content-Disposition'] = 'attachment; filename={}'.format(f_name) + + return response + + +def retrieve_project_data(projects: QuerySet) -> Dict[str, List]: + """ + A function to convert a list of projects and: + - their associated documents, + - their associated annotations, + - their associated Meta annotations and Relation Annotations + for serialization. + Output schema is as follows: ((optional) indicates this field isn't required for training a MedCAT model) + { + "projects": [ + { + "name": "" # the auto-generated id of the project (optional) + "project_group_id": "" # the auto-generated id of the project - nullable + "project_group_name": "" # the name of the project group if set. + "project_status": "" # status - either annotating, discontinued, complete + "project_locked": "" # locked - for no further annotations + "cuis": ["cui_1", "cui_2" ... ] # the CUI filter for the project, includes those from file / and text-box + "meta_anno_defs": [ + # list of meta annotation tasks configured for this project. + { + "name": "Name of meta annotation task", + "values": [ + "", + "" + ... + ], + }, + ... more meta_annotation tasks configured for this project + ], + "relation_anno_defs": [ + "", + "" + ... more relation annotation task names configured for this project + ] + "documents": [ + { + "id": "" # the auto-generated id of the document (optional) + "name": "" # the name of the document (optional), but used in stat printing during training + "text": "" # the text of the document + "last_modified": "" # the last modified-time (optional) + "annotations": [{ + "id": "" # the auto-generated id of the document (optional) + "name": "" # the user who made the annotation (optional) + "cui": "" # the cui label for this annotation + "value": "" # the text span for this annotation + "start": # the start index of this annotation with respect to the document text + "end": # the end index of this annotation with respect to the document text + "validated": # if the annotation has been marked by a human annotator + "correct": # if the text span is correctly linked to the CUI of this annotation + "deleted": # if the text span was incorrectly linked or 'not' linked by MedCAT due to low scores + "alternative": # if the text span was incorrectly linked by MedCAT, then correctly linked by a human annotator + "killed": # if a human annotator 'terminated' this annotation + "irrelevant": # if a human annotator has marked an annotation as irrelevant (optional) + "acc": # accuracy provided by MedCAT (optional) + "comment": "" # the text entered by an annotator during annotation (optional) + "meta_anns": [ + # list of meta annotations if applicable to project + { + "name": # Meta anno task name, i.e. temporality + "value": # the selected meta anno task value for, ie. "past" or "present" + "acc": # default 1, (optional) + "validated": # Meta annotation has been made by a human annotator, default (true) + }, + ... + ]}, + ... + ] + "relations": [ + { + "start_entity": # id of above annotation that is the start of this relation + "start_entity_cui": "" # the cui label of the start of this relation + "start_entity_value": # value of the start annotation for this relation + "start_entity_start_idx": # start index of text span of start of relation + "start_entity_end_idx": # end index of text span of start of relation + "end_entity": # id of the above annotation that is the end of this relation + "end_entity_cui": "" # the cui label of the end of this relation + "end_entity_value": # value of the end annotation for this relation + "end_entity_start_idx": # end index of text span of end of relation + "end_entity_end_idx": # end index of text span of end of relation + "user": # username of annotator for relation (optional) + "relation": # label for this relation + "validated": # if the annotation has been validated by a human annotator, default true. + } + ... < more relations of the samve above structure> + ] + + ... + ] + ] + } + + Args: + projects (QuerySet): the projects to export data for. + """ + all_projects = {'projects': []} + for project in projects: + out = {} + out['name'] = project.name + out['id'] = project.id + out['cuis'] = project.cuis + out['project_group_id'] = project.group.id if project.group else None + out['project_group_name'] = project.group.name if project.group else None + out['project_status'] = project.project_status + out['project_locked'] = project.project_locked + out['meta_anno_defs'] = [{'name': t.name, 'values': [v.name for v in t.values.all()]} + for t in project.tasks.all()] + out['relation_anno_defs'] = [r.label for r in project.relations.all()] + out['documents'] = [] + + if project.cuis_file is not None and project.cuis_file: + # Add cuis from json file if it exists + cuis_from_file = ",".join(json.load(open(project.cuis_file.path))) + all_cuis = out['cuis'] + "," + cuis_from_file if len(out['cuis']) > 0 else cuis_from_file + out['cuis'] = all_cuis + + for doc in project.validated_documents.all(): + out_doc = {} + out_doc['id'] = doc.id + out_doc['name'] = doc.name + out_doc['text'] = doc.text + out_doc['last_modified'] = doc.last_modified.strftime(_dt_fmt) + out_doc['annotations'] = [] + + anns = AnnotatedEntity.objects.filter(project=project, document=doc) + + for ann in anns: + out_ann = {} + out_ann['id'] = ann.id + out_ann['user'] = ann.user.username + out_ann['cui'] = ann.entity.label + out_ann['value'] = ann.value + out_ann['start'] = ann.start_ind + out_ann['end'] = ann.end_ind + out_ann['validated'] = ann.validated + out_ann['correct'] = ann.correct + out_ann['deleted'] = ann.deleted + out_ann['alternative'] = ann.alternative + out_ann['killed'] = ann.killed + out_ann['irrelevant'] = ann.irrelevant + out_ann['create_time'] = ann.create_time.strftime(_dt_fmt) + out_ann['last_modified'] = ann.last_modified.strftime(_dt_fmt) + out_ann['comment'] = ann.comment + out_ann['manually_created'] = ann.manually_created + out_ann['acc'] = ann.acc + out_ann['meta_anns'] = {} + + # Get MetaAnnotations + meta_anns = MetaAnnotation.objects.filter(annotated_entity=ann) + for meta_ann in meta_anns: + o_meta_ann = {} + o_meta_ann['name'] = meta_ann.meta_task.name + o_meta_ann['value'] = meta_ann.meta_task_value.name + o_meta_ann['acc'] = meta_ann.acc + o_meta_ann['validated'] = meta_ann.validated + + # Add annotation + key = meta_ann.meta_task.name + out_ann['meta_anns'][key] = o_meta_ann + + out_doc['annotations'].append(out_ann) + + # Add relations if they exist + rels = EntityRelation.objects.filter(project=project, document=doc) + out_rels = [] + out_rel = {} + for rel in rels: + out_rel['start_entity'] = rel.start_entity.id + out_rel['start_entity_cui'] = rel.start_entity.entity.label + out_rel['start_entity_value'] = rel.start_entity.value + out_rel['start_entity_start_idx'] = rel.start_entity.start_ind + out_rel['start_entity_end_idx'] = rel.start_entity.end_ind + out_rel['end_entity'] = rel.end_entity.id + out_rel['end_entity_cui'] = rel.end_entity.entity.label + out_rel['end_entity_value'] = rel.end_entity.value + out_rel['end_entity_start_idx'] = rel.end_entity.start_ind + out_rel['end_entity_end_idx'] = rel.end_entity.end_ind + out_rel['user'] = rel.user.username + out_rel['relation'] = rel.relation.label + out_rel['validated'] = rel.validated + + out_rels.append(out_rel) + out_rel = {} + out_doc['relations'] = out_rels + + out['documents'].append(out_doc) + all_projects['projects'].append(out) + return all_projects + + +def clone_projects(modeladmin, request, queryset): + if not request.user.is_staff: + raise PermissionDenied + + projects = queryset + for project in projects: + project_copy = copy.copy(project) + project_copy.id = None + project_copy.pk = None + project_copy.name = f'{project.name} (Clone)' + project_copy.save() + + # Add M2M fields + for m in project.members.all(): + project_copy.members.add(m) + for c in project.cdb_search_filter.all(): + project_copy.cdb_search_filter.add(c) + for t in project.tasks.all(): + project_copy.tasks.add(t) + + project_copy.save() + + +def dataset_document_counts(dataset): + return f'{Document.objects.filter(dataset=dataset).count()}' + + +@background(schedule=5) +def _reset_cdb_filters(id): + from medcat.cdb import CDB + concept_db = ConceptDB.objects.get(id=id) + cdb = CDB.load(concept_db.cdb_file.path) + cdb.config.linking['filters'] = {'cuis': set()} + cdb.save(concept_db.cdb_file.path) + + +@background(schedule=5) +def import_concepts_from_cdb(cdb_model_id: int): + from medcat.cdb import CDB + + cdb_model = ConceptDB.objects.get(id=cdb_model_id) + cdb = CDB.load(cdb_model.cdb_file.path) + + import_all_concepts(cdb, cdb_model) + + +def reset_cdb_filters(modeladmin, request, queryset): + for concept_db in queryset: + _reset_cdb_filters(concept_db.id) + + +def import_concepts(modeladmin, request, queryset): + for concept_db in queryset: + logger.info(f'Importing concepts for collection {concept_db.name}_id_{concept_db.id}') + import_concepts_from_cdb(concept_db.id) + + +def delete_indexed_concepts(modeladmin, request, queryset): + for concept_db in queryset: + drop_collection(concept_db) + + +def remove_all_documents(modeladmin, request, queryset): + Document.objects.all().delete() diff --git a/v1/medcat-trainer/webapp/api/api/admin/models.py b/v1/medcat-trainer/webapp/api/api/admin/models.py new file mode 100644 index 000000000..a18e208e5 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/admin/models.py @@ -0,0 +1,214 @@ +from django.contrib import admin +from django.contrib.auth.models import User +from django.forms import fields +from django.http import HttpResponseRedirect +from django.shortcuts import get_object_or_404 + +from .actions import * +from ..models import * + +_PROJECT_ANNO_ENTS_SETTINGS_FIELD_ORDER = ( + 'concept_db', 'vocab', 'model_pack', 'cdb_search_filter', 'deid_model_annotation', 'require_entity_validation', 'train_model_on_submit', + 'add_new_entities', 'restrict_concept_lookup', 'terminate_available', 'irrelevant_available', + 'enable_entity_annotation_comments', 'tasks', 'relations' +) + +_PROJECT_FIELDS_ORDER = ( + 'cuis', 'cuis_file', 'annotation_classification', 'project_locked', 'project_status' +) + + +class ReportErrorModelAdminMixin: + """Mixin to catch all errors in the Django Admin and map them to user-visible errors.""" + def changeform_view(self, request, object_id=None, form_url='', extra_context=None): + try: + return super().changeform_view(request, object_id, form_url, extra_context) + except Exception as e: + self.message_user(request, f'Error with previous action: {e}', level=logging.ERROR) + return HttpResponseRedirect(request.path) + + + +dataset_document_counts.short_description = 'Document Count' + + +class DatasetAdmin(ReportErrorModelAdminMixin, admin.ModelAdmin): + model = Dataset + form = DatasetForm + list_display = ['name', 'create_time', 'description', dataset_document_counts] + + +class ProjectAnnotateEntitiesAdmin(admin.ModelAdmin): + model = ProjectAnnotateEntities + actions = [download, download_without_text, download_without_text_with_doc_names, reset_project, clone_projects] + list_filter = ('members', 'project_status', 'project_locked', 'annotation_classification') + list_display = ['name'] + fields = (('group', 'name', 'description', 'annotation_guideline_link', 'members', + 'dataset', 'validated_documents', 'prepared_documents') + + _PROJECT_FIELDS_ORDER + + _PROJECT_ANNO_ENTS_SETTINGS_FIELD_ORDER) + + def formfield_for_foreignkey(self, db_field, request, **kwargs): + if db_field.name == 'concept_db': + kwargs['queryset'] = ConceptDB.objects.filter(use_for_training=True) + return super(ProjectAnnotateEntitiesAdmin, self).formfield_for_foreignkey(db_field, request, **kwargs) + + def formfield_for_manytomany(self, db_field, request, **kwargs): + if db_field.name == 'cdb_search_filter': + kwargs['queryset'] = ConceptDB.objects.all() + if db_field.name in ('validated_documents', 'prepared_documents'): + project_id = request.path.replace('/admin/api/projectannotateentities/', '').split('/')[0] + try: + proj = ProjectAnnotateEntities.objects.get(id=int(project_id)) + kwargs['queryset'] = Document.objects.filter(dataset=proj.dataset.id) + except ValueError: # a blank project has no validated_documents + kwargs['queryset'] = Document.objects.none() + return super(ProjectAnnotateEntitiesAdmin, self).formfield_for_manytomany(db_field, request, **kwargs) + + +class ProjectGroupAdmin(admin.ModelAdmin): + model = ProjectGroup + list_display = ('name', 'description') + fields = (('name', 'description', 'create_associated_projects', 'annotation_guideline_link', 'administrators', + 'annotators', 'dataset') + + _PROJECT_FIELDS_ORDER + _PROJECT_ANNO_ENTS_SETTINGS_FIELD_ORDER) + + class Meta: + model = ProjectGroup + + def get_form(self, request, obj=None, change=False, **kwargs): + form = super().get_form(request, obj, **kwargs) + return form + + def _set_proj_from_group(self, proj: ProjectAnnotateEntities, group: ProjectGroup, + annotator: settings.AUTH_USER_MODEL, admins: List[User], + cdb_search_filters: List[ConceptDB], tasks: List[MetaTask], relations: List[Relation]): + proj.group = group + proj.name = f'{group.name} - {str(annotator)}' + proj.description = group.description + proj.dataset = group.dataset + proj.annotation_guideline_link = group.annotation_guideline_link + proj.create_time = group.create_time + proj.cuis = group.cuis + proj.cuis_file = group.cuis_file + proj.annotation_classification = group.annotation_classification + proj.project_locked = group.project_locked + proj.project_status = group.project_status + proj.concept_db = group.concept_db + proj.vocab = group.vocab + proj.require_entity_validation = group.require_entity_validation + proj.train_model_on_submit = group.train_model_on_submit + proj.add_new_entities = group.add_new_entities + proj.restrict_concept_lookup = group.restrict_concept_lookup + proj.terminate_available = group.terminate_available + proj.irrelevant_available = group.irrelevant_available + proj.enable_entity_annotation_comments = group.enable_entity_annotation_comments + + # project specific attrs / m2m fields + proj.save() + proj.cdb_search_filter.set(cdb_search_filters) + proj.members.set(admins) + proj.members.add(annotator) + proj.tasks.set(tasks) + proj.relations.set(relations) + proj.save() + return proj + + def save_model(self, request, obj, form, change): + super().save_model(request, obj, form, change) + annotators = [get_object_or_404(User, pk=id) for id in request.POST.getlist('annotators')] + admins = [get_object_or_404(User, pk=id) for id in request.POST.getlist('administrators')] + cdb_search_filters = [get_object_or_404(ConceptDB, pk=id) for id in request.POST.getlist('cdb_search_filter')] + tasks = [get_object_or_404(MetaTask, pk=id) for id in request.POST.getlist('tasks')] + relations = [get_object_or_404(Relation, pk=id) for id in request.POST.getlist('relations')] + + # create the underlying ProjectAnnotateEntities models or edit them + if obj.create_associated_projects: + if not change: + # new ProjectGroup being created + for annotator in annotators: + self._set_proj_from_group(ProjectAnnotateEntities(), obj, annotator, + admins, cdb_search_filters, tasks, relations) + else: + # applying these settings to all previously created projects within this group + projs = ProjectAnnotateEntities.objects.filter(group=obj) + if len(projs) == len(obj.annotators.all()): + for proj, annotator in zip(projs, obj.annotators.all()): + self._set_proj_from_group(proj, obj, annotator, admins, cdb_search_filters, + tasks, relations) + else: + raise ValueError("Attempting to update a ProjectGroup but one or more " + "of underlying ProjectAnnotateEntities have been removed / or added " + "manually. To fix, go into each project separately, or create new projects " + "and link to the ProjectGroup within ProjectAnnotateEntities page.") + + +class AnnotatedEntityAdmin(admin.ModelAdmin): + list_display = ('user', 'project', 'entity', 'value', 'deleted', 'validated') + list_filter = ('user', 'project', 'deleted', 'validated') + model = AnnotatedEntity + + +class ConceptDBAdmin(admin.ModelAdmin): + model = ConceptDB + actions = [import_concepts, delete_indexed_concepts, reset_cdb_filters] + list_display = ('name', 'use_for_training', 'create_time', 'last_modified', 'last_modified_by') + fields = ('name', 'cdb_file', 'use_for_training') + + def save_model(self, request, obj, form, change): + obj.last_modified_by = request.user + super().save_model(request, obj, form, change) + + +class VocabularyAdmin(admin.ModelAdmin): + model = Vocabulary + list_display = ('name', 'create_time', 'last_modified', 'last_modified_by') + fields = ('name', 'vocab_file', 'create_time', 'last_modified', 'last_modified_by') + + def save_model(self, request, obj, form, change): + obj.last_modified_by = request.user + super().save_model(request, obj, form, change) + + +class ModelPackAdmin(admin.ModelAdmin): + model = ModelPack + list_display = ('name', 'model_pack', 'concept_db', 'vocab', 'metacats') + fields = ['name', 'model_pack'] + + def metacats(self, obj): + return ", ".join(str(m_c) for m_c in obj.meta_cats.all()) + + def save_model(self, request, obj, form, change): + obj.last_modified_by = request.user + super().save_model(request, obj, form, change) + + +class MetaCATModelAdmin(admin.ModelAdmin): + model = MetaCATModel + list_display = ('name', 'meta_cat_dir') + + +class MetaAnnotationAdmin(admin.ModelAdmin): + model = MetaAnnotation + list_display = ('annotated_entity', 'meta_task', 'meta_task_value', 'acc', + 'predicted_meta_task_value', 'validated', 'last_modified') + list_filter = ('meta_task', 'meta_task_value', 'predicted_meta_task_value', 'validated') + + +class DocumentAdmin(admin.ModelAdmin): + model = Document + actions = [remove_all_documents] + list_filter = ('dataset',) + list_display = ['name', 'create_time', 'dataset', 'last_modified'] + + +class ExportedProjectAdmin(admin.ModelAdmin): + model = ExportedProject + + +class ProjectMetricsAdmin(admin.ModelAdmin): + model = ProjectMetrics + list_display = ('report_name', 'report_name_generated') + list_filter = ['projects'] + + diff --git a/v1/medcat-trainer/webapp/api/api/apps.py b/v1/medcat-trainer/webapp/api/api/apps.py new file mode 100644 index 000000000..099b97501 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/apps.py @@ -0,0 +1,35 @@ +import logging +import os + +from django.apps import AppConfig + +logger = logging.getLogger(__name__) + + +class ApiConfig(AppConfig): + name = 'api' + + def ready(self): + from api.views import _submit_document + from api.models import ProjectAnnotateEntities + from . import signals + resubmit_all = os.environ.get('RESUBMIT_ALL_ON_STARTUP', None) + if resubmit_all is not None and resubmit_all.lower() in ('1', 'y', 'true'): + logger.info('Found env var RESUBMIT_ALL_ON_STARTUP is True. ' + 'Attempting to resubmit all currently submitted state documents') + + projects = ProjectAnnotateEntities.objects.all() + for project in projects: + if project.project_status == 'A': + logger.info('Found project %s - in annotating state - resubmitting all validated documents...', + project.name) + validated_docs = project.validated_documents.all() + if len(validated_docs): + for doc in validated_docs: + try: + _submit_document(project, doc) + logger.info("Submitted doc: %s", doc.name) + except Exception as e: + logger.error("Failed to re-submit doc on startup with exception %s", e) + logger.info("Finished resubmitting Project %s", project.name) + logger.info("MedCATTrainer App API ready...") diff --git a/v1/medcat-trainer/webapp/api/api/data_utils.py b/v1/medcat-trainer/webapp/api/api/data_utils.py new file mode 100644 index 000000000..8e29719cc --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/data_utils.py @@ -0,0 +1,209 @@ +import json +import logging +import re +from collections import defaultdict +from datetime import datetime +from typing import Dict + +from django.contrib.auth.models import User +from django.db import transaction +from django.db.models import Q + +from core.settings import MEDIA_ROOT +from .models import * +from .utils import env_str_to_bool + +_MAX_DATASET_SIZE_DEFAULT = 10000 +_dt_fmt = '%Y-%m-%d %H:%M:%S.%f' + +logger = logging.getLogger(__name__) + + +def dataset_from_file(dataset: Dataset): + if '.csv' in dataset.original_file.path: + df = pd.read_csv(dataset.original_file.path, on_bad_lines='error') + elif '.xlsx' in dataset.original_file.path: + df = pd.read_excel(dataset.original_file.path) + else: + raise Exception("Please make sure the file is either a .csv or .xlsx format") + + df.columns = [c.lower() for c in df.columns] + max_dataset_size = int(os.environ.get('MAX_DATASET_SIZE', _MAX_DATASET_SIZE_DEFAULT)) + + if df['name'].nunique() != df.shape[0] and env_str_to_bool('UNIQUE_DOC_NAMES_IN_DATASETS', True): + raise Exception('name column entries must be unique') + + if df.shape[0] > int(max_dataset_size): + raise Exception(f'Attempting to upload a dataset with {df.shape[0]} rows. The Max dataset size is set to' + f' {max_dataset_size}, please reduce the number of rows or contact the MedCATTrainer' + f' administrator to increase the env var value:MAX_DATASET_SIZE') + + if 'text' not in df.columns or 'name' not in df.columns: + raise Exception("Please make sure the uploaded file has a column with two columns:'name', 'text'. " + "The 'name' column are document IDs, and the 'text' column is the text you're " + "collecting annotations for") + + with transaction.atomic(): + for i, row in enumerate(df.iterrows()): + row = row[1] + document = Document() + document.name = row['name'] + document.text = sanitise_input(row['text']) + document.dataset = dataset + document.save() + + +def sanitise_input(text: str): + tags = [('
', '\n'), ('', '\n'), ('', ''), + ('', ''), ('
', '\n'), ('
', '\n'), + ('', ''), ('', ''), ('', '')] + for tag, repl in tags: + text = re.sub(tag, repl, text) + return text + + +def delete_orphan_docs(dataset: Dataset): + Document.objects.filter(dataset__id=dataset.id).delete() + + +def upload_projects_export(medcat_export: Dict): + for proj in medcat_export['projects']: + p = ProjectAnnotateEntities() + p.name = proj['name'] + ' IMPORTED' + if len(proj['cuis']) > 1000: + # store large CUI lists in a json file. + cuis_file_name = MEDIA_ROOT + '/' + re.sub('/|\.', '_', p.name + '_cuis_file') + '.json' + json.dump(proj["cuis"].split(','), open(cuis_file_name, 'w')) + p.cuis = "" + p.cuis_file.name = cuis_file_name + else: + p.cuis = proj['cuis'] + + # ensure current deployment has the neccessary - Entity, MetaTak, Relation, and warn on not present User objects. + ent_labels, meta_tasks, rels, unavailable_users, available_users = set(), defaultdict(set), set(), set(), dict() + for doc in proj['documents']: + for anno in doc['annotations']: + ent_labels.add(anno['cui']) + for meta_anno in anno['meta_anns'].values(): + meta_tasks[meta_anno['name']].add(meta_anno['value']) + user_obj = User.objects.filter(username=anno['user']).first() + if user_obj is None: + unavailable_users.add(anno['user']) + elif anno['user'] not in available_users: + available_users[anno['user']] = user_obj + for rel in doc.get('relations', []): + rels.add(rel['relation']) + # escape - filename + ds_file_name = MEDIA_ROOT + '/' + re.sub('/|\.', '_', p.name + '_dataset') + '.csv' + names = [doc['name'] for doc in proj['documents']] + if len(set(names)) != len(names): # ensure names are unique for docs + names = [f'{i} - {names[i]}' for i in range(len(names))] + pd.DataFrame({'name': names, + 'text': [doc['text'] for doc in proj['documents']]}).to_csv(ds_file_name) + ds_mod = Dataset() + ds_mod.name = p.name + '_dataset' + ds_mod.original_file.name = ds_file_name + ds_mod.save() + p.dataset = ds_mod + p.save() + + # create django ORM model instances that are referenced in the upload if they don't exist. + for u in unavailable_users: + logger.warning(f'Username: {u} - not present in this trainer deployment.') + for ent_lab in ent_labels: + ent = Entity.objects.filter(label=ent_lab).first() + if ent is None: + ent = Entity() + ent.label = ent_lab + ent.save() + for task in meta_tasks: + if MetaTask.objects.filter(name=task).first() is None: + m_task = MetaTask() + m_task.name = task + m_task.save() + # create the MetaTask Values. + for task_val in meta_tasks[task]: + if MetaTaskValue.objects.filter(name=task_val).first() is None: + mt_value = MetaTaskValue() + mt_value.name = task_val + mt_value.save() + m_task = MetaTask.objects.filter(name=task).first() + curr_vals = m_task.values.all() + task_vals = [MetaTaskValue.objects.filter(name=m_t).first() for m_t in meta_tasks[task]] + m_task.values.set(set(list(curr_vals) + task_vals)) + + for rel in rels: + if Relation.objects.filter(label=rel).first() is None: + r = Relation() + r.label = rel + r.save() + + p.validated_documents.set(list(Document.objects.filter(dataset=ds_mod))) + + for doc in proj['documents']: + doc_mod = Document.objects.filter(Q(dataset=ds_mod) & Q(text=doc['text'])).first() + annos = [] + for anno in doc['annotations']: + a = AnnotatedEntity() + a.user = available_users[anno['user']] + a.project = p + a.document = doc_mod + e = Entity.objects.get(label=anno['cui']) + a.entity = e + a.value = anno['value'] + a.start_ind = anno['start'] + a.end_ind = anno['end'] + a.validated = anno['validated'] + a.correct = anno['correct'] + a.deleted = anno['deleted'] + a.alternative = anno['alternative'] + a.killed = anno['killed'] + a.irrelevant = anno.get('irrelevant', False) # Added later - so False by default for compatibility + if anno.get('last_modified') is not None: + try: + a.last_modified = datetime.strptime(anno['last_modified'], _dt_fmt) + except ValueError: + a.last_modified = datetime.now() + if anno.get('create_time') is not None: + try: + a.create_time = datetime.strptime(anno['create_time'], _dt_fmt) + except ValueError: + a.create_time = datetime.now() + a.comment = anno.get('comment') + a.manually_created = anno['manually_created'] + + a.acc = anno['acc'] + a.save() + annos.append(a) + for task_name, meta_anno in anno['meta_anns'].items(): + m_a = MetaAnnotation() + m_a.annotated_entity = a + # there will be at least one or more of these available. + m_a = MetaTask.objects.filter(name=task_name).first() + m_a.validated = meta_anno['validated'] + m_a.save() + # missing acc on the model + anno_to_doc_ind = {a.start_ind: a for a in annos} + + for relation in doc.get('relations', []): + er = EntityRelation() + er.user = available_users[relation['user']] + er.project = p + er.document = doc_mod + # there will be at least one or more of these available. + er.relation = Relation.objects.filter(label=relation['relation']).first() + er.validated = er.validated + # link relations with start and end anno ents + er.start_entity = anno_to_doc_ind[relation['start_entity_start_idx']] + er.end_entity = anno_to_doc_ind[relation['end_entity_start_idx']] + try: + er.create_time = datetime.strptime(relation['create_time'], _dt_fmt) + except ValueError: + er.create_time = datetime.now() + try: + er.last_modified = datetime.strptime(relation['last_modified_time'], _dt_fmt) + except ValueError: + er.last_modified = datetime.now() + er.save() + logger.info(f"Finished annotation import for project {proj['name']}") + logger.info('Finished importing all projects') diff --git a/v1/medcat-trainer/webapp/api/api/fixtures/text_class_values.json b/v1/medcat-trainer/webapp/api/api/fixtures/text_class_values.json new file mode 100644 index 000000000..deacfae2d --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/fixtures/text_class_values.json @@ -0,0 +1,23 @@ +[ + { + "model": "annoapp.textclassvalue", + "pk": 1, + "fields": { + "name": "true" + } + }, + { + "model": "annoapp.textclassvalue", + "pk": 2, + "fields": { + "name": "false" + } + }, + { + "model": "annoapp.textclassvalue", + "pk": 3, + "fields": { + "name": "skip" + } + } +] diff --git a/v1/medcat-trainer/webapp/api/api/medcat_utils.py b/v1/medcat-trainer/webapp/api/api/medcat_utils.py new file mode 100644 index 000000000..7015645c5 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/medcat_utils.py @@ -0,0 +1,68 @@ +import logging +from collections import defaultdict +from typing import List + +from medcat.cdb import CDB + + +logger = logging.getLogger(__name__) + + +def ch2pt_from_pt2ch(cdb: CDB): + ch2pt = defaultdict(list) + for k, vals in cdb.addl_info['pt2ch'].items(): + for v in vals: + ch2pt[v].append(k) + return ch2pt + + +def get_all_ch(parent_cui: str, cdb: CDB): + all_ch = [parent_cui] + for cui in cdb.addl_info['pt2ch'].get(parent_cui, []): + cui_chs = get_all_ch(cui, cdb) + all_ch += cui_chs + return dedupe_preserve_order(all_ch) + + +def dedupe_preserve_order(items: List[str]) -> List[str]: + seen = set() + deduped_list = [] + for item in items: + if item not in seen: + seen.add(item) + deduped_list.append(item) + return deduped_list + + +def snomed_ct_concept_path(cui: str, cdb: CDB): + try: + top_level_parent_node = '138875005' + + def find_parents(cui, cuis2nodes, child_node=None): + parents = list(cdb.addl_info['ch2pt'][cui]) + all_links = [] + if cui not in cuis2nodes: + curr_node = {'cui': cui, 'pretty_name': cdb.cui2preferred_name[cui]} + if child_node: + curr_node['children'] = [child_node] + cuis2nodes[cui] = curr_node + if len(parents) > 0: + all_links += find_parents(parents[0], cuis2nodes, child_node=curr_node) + for p in parents[1:]: + links = find_parents(p, cuis2nodes) + all_links += [{'parent': p, 'child': cui}] + links + else: + if child_node: + if 'children' not in cuis2nodes[cui]: + cuis2nodes[cui]['children'] = [] + cuis2nodes[cui]['children'].append(child_node) + return all_links + cuis2nodes = dict() + all_links = find_parents(cui, cuis2nodes) + return { + 'node_path': cuis2nodes[top_level_parent_node], + 'links': all_links + } + except KeyError as e: + logger.warning(f'Cannot find path concept path:{e}') + return [] diff --git a/v1/medcat-trainer/webapp/api/api/metrics.py b/v1/medcat-trainer/webapp/api/api/metrics.py new file mode 100644 index 000000000..faaad4960 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/metrics.py @@ -0,0 +1,441 @@ +import json +import logging +import math +import os +import warnings +from collections import Counter +from typing import List, Dict +from background_task import background + +import numpy as np +import pandas as pd +import torch +from background_task.models import Task +from django.contrib.auth.models import User +from django.db.models import QuerySet +from medcat.cat import CAT +from medcat.cdb import CDB +from medcat.config_meta_cat import ConfigMetaCAT +from medcat.meta_cat import MetaCAT +from medcat.tokenizers.meta_cat_tokenizers import TokenizerWrapperBase +from medcat.utils.meta_cat.data_utils import prepare_from_json, encode_category_values +from medcat.utils.meta_cat.ml_utils import create_batch_piped_data +from medcat.vocab import Vocab +from torch import nn + +from api.admin import retrieve_project_data +from api.models import AnnotatedEntity, ProjectAnnotateEntities, ProjectMetrics as AppProjectMetrics +from core.settings import MEDIA_ROOT + +_dt_fmt = '%Y-%m-%d %H:%M:%S.%f' + +logger = logging.getLogger(__name__) + + +@background(schedule=1, queue='metrics') +def calculate_metrics(project_ids: List[int], report_name: str): + """ + Computes metrics in a background task + :param projects: list of projects to compute metrics for. + Uses the 'first' for the CDB / vocab or ModelPack, + but should be the same CDB, but will still try and compute metrics regardless. + :return: computed metrics results + """ + logger.info('Calculating metrics for report: %s', report_name) + projects = [ProjectAnnotateEntities.objects.filter(id=p_id).first() for p_id in project_ids] + loaded_model_pack = False + if projects[0].model_pack: + # assume the model pack is set. + cat = CAT.load_model_pack(projects[0].model_pack.model_pack.path) + loaded_model_pack = True + else: + # assume the cdb / vocab is set in these projects + cdb = CDB.load(projects[0].concept_db.cdb_file.path) + vocab = Vocab.load(projects[0].vocab.vocab_file.path) + cat = CAT(cdb, vocab, config=cdb.config) + project_data = retrieve_project_data(projects) + metrics = ProjectMetrics(project_data, cat) + report = metrics.generate_report(meta_ann=loaded_model_pack) + report_file_path = f'{MEDIA_ROOT}/{report_name}.json' + json.dump(report, open(report_file_path, 'w')) + apm = AppProjectMetrics() + apm.report_name_generated = report_name + apm.report.name = report_file_path + apm.save() + apm.projects.set(projects) + logger.info('Finished calculating metrics for report: %s, saved results in ProjectMetrics(id=%s)', + report_name, apm.id) + + +class ProjectMetrics(object): + """ + Class to analyse MedCATtrainer exports + """ + + def __init__(self, mct_export_data: dict, cat: CAT): + """ + :param mct_export_paths: List of paths to MedCATtrainer exports + """ + self.mct_export = mct_export_data + self.cat = cat + self.projects2names = {} + self.projects2doc_ids = {} + self.docs2names = {} + self.docs2texts = {} + self.meta_task_summary = {} + self.annotations = self._annotations() + + def _annotations(self): + ann_lst = [] + for proj in self.mct_export['projects']: + self.projects2names[proj['id']] = proj['name'] + self.projects2doc_ids[proj['id']] = [doc['id'] for doc in proj['documents']] + for doc in proj['documents']: + self.docs2names[doc['id']] = doc['name'] + self.docs2texts[doc['id']] = doc['text'] + for anns in doc['annotations']: + meta_anns_dict = dict() + for meta_ann in anns['meta_anns'].items(): + meta_anns_dict.update({meta_ann[0]: meta_ann[1]['value']}) + _anns = anns.copy() + _anns.pop('meta_anns') + output = dict() + output['project'] = proj['name'] + output['project_id'] = proj['id'] + output['document_name'] = doc['name'] + output['document_id'] = doc['id'] + output.update(_anns) + output.update(meta_anns_dict) + ann_lst.append(output) + return ann_lst + + def annotation_df(self): + """ + DataFrame of all annotations created + :return: DataFrame + """ + annotation_df = pd.DataFrame(self.annotations) + if self.cat: + annotation_df.insert(5, 'concept_name', annotation_df['cui'].map(self.cat.cdb.cui2preferred_name)) + annotation_df['last_modified'] = pd.to_datetime(annotation_df['last_modified']).dt.tz_localize(None) + return annotation_df + + def concept_summary(self, extra_cui_filter=None): + """ + Summary of only correctly annotated concepts from a mct export + :return: DataFrame summary of annotations. + """ + concept_output = self.annotation_df() + concept_output = concept_output[concept_output['validated'] & ((concept_output['correct']) | (concept_output['alternative']))] + if self.cat: + concept_count = concept_output.groupby(['cui', 'concept_name']).agg({'value': set, 'id': 'count'}) + else: + concept_count = concept_output.groupby(['cui']).agg({'value': set, 'id': 'count'}) + concept_count_df = pd.DataFrame(concept_count).reset_index(drop=False) + concept_count_df['variations'] = concept_count_df['value'].apply(lambda x: len(x)) + concept_count_df.rename({'id': 'concept_count'}, axis=1, inplace=True) + concept_count_df = concept_count_df.sort_values(by='concept_count', ascending=False).reset_index(drop=True) + concept_count_df['count_variations_ratio'] = round(concept_count_df['concept_count'] / + concept_count_df['variations'], 3) + if self.cat: + fps, fns, tps, cui_prec, cui_rec, cui_f1, cui_counts, examples = self.cat._print_stats(data=self.mct_export, + use_project_filters=True, + extra_cui_filter=extra_cui_filter) + # remap tps, fns, fps to specific user annotations + examples = self.enrich_medcat_metrics(examples) + concept_count_df['fps'] = concept_count_df['cui'].map(fps) + concept_count_df['fns'] = concept_count_df['cui'].map(fns) + concept_count_df['tps'] = concept_count_df['cui'].map(tps) + concept_count_df['cui_prec'] = concept_count_df['cui'].map(cui_prec) + concept_count_df['cui_rec'] = concept_count_df['cui'].map(cui_rec) + concept_count_df['cui_f1'] = concept_count_df['cui'].map(cui_f1) + #concept_count_df['cui_counts'] = concept_count_df['cui'].map(cui_counts) # TODO check why cui counts is incorrect + examples_df = pd.DataFrame(examples).rename_axis('cui').reset_index(drop=False). \ + rename(columns={'fp': 'fp_examples', + 'fn': 'fn_examples', + 'tp': 'tp_examples'}) + concept_count_df = concept_count_df.merge(examples_df, how='left', on='cui').fillna(0) + + # Process examples to ensure underscores are preserved + for col in ['fp_examples', 'fn_examples', 'tp_examples']: + if col in concept_count_df.columns: + concept_count_df[col] = concept_count_df[col].apply(lambda x: x if isinstance(x, list) else []) + + # brittle - probably shouldn't rely on cat._print_stats ... + concept_summary = concept_count_df.to_dict('records') + # convert sets to lists and ensure examples are properly formatted + concept_summary = [{k: list(v) if isinstance(v, set) else v for k, v in row.items()} for row in concept_summary] + return concept_summary + + def enrich_medcat_metrics(self, examples): + """ + Add the user prop to the medcat output metrics. Can potentially add more later for each of the categories + """ + for tp in [i for e_i in examples['tp'].values() for i in e_i]: + try: + ann = AnnotatedEntity.objects.get(project_id=tp['project id'], document_id=tp['document id'], + start_ind=tp['start'], end_ind=tp['end']) + tp['user'] = ann.user.username + except: + tp['user'] = None + for fp in (i for e_i in examples['fp'].values() for i in e_i): + try: + ann = AnnotatedEntity.objects.get(project_id=fp['project id'], document_id=fp['document id'], + start_ind=fp['start'], end_ind=fp['end']) + fp['user'] = ann.user.username + except: + fp['user'] = None + for fn in (i for e_i in examples['fn'].values() for i in e_i): + try: + ann = AnnotatedEntity.objects.get(project_id=fn['project id'], document_id=fn['document id'], + start_ind=fn['start'], end_ind=fn['end']) + fn['user'] = ann.user.username + except: + fn['user'] = None + return examples + + def user_stats(self, by_user: bool = True): + """ + Summary of user annotation work done + + :param by_user: User Stats grouped by user rather than day + :return: DataFrame of user annotation work done + """ + df = self.annotation_df()[['user', 'last_modified']] + data = df.groupby([df['last_modified'].dt.year.rename('year'), + df['last_modified'].dt.month.rename('month'), + df['last_modified'].dt.day.rename('day'), + df['user']]).agg({'count'}) + data = pd.DataFrame(data) + data.columns = data.columns.droplevel() + data = data.reset_index(drop=False) + data['date'] = pd.to_datetime(data[['year', 'month', 'day']]) + if by_user: + data = data[['user', 'count']].groupby(by='user').agg(sum) + data = data.reset_index(drop=False).sort_values(by='count', ascending=False).reset_index(drop=True) + return data + return data[['user', 'count', 'date']] + + def rename_meta_anns(self, meta_anns2rename=dict(), meta_ann_values2rename=dict()): + """ + TODO: the meta_ann_values2rename has issues + :param meta_anns2rename: Example input: `{'Subject/Experiencer': 'Subject'}` + :param meta_ann_values2rename: Example input: `{'Subject':{'Relative':'Other'}}` + :return: + """ + for proj in self.mct_export['projects']: + for doc in proj['documents']: + for anns in doc['annotations']: + if len(anns['meta_anns']) > 0: + for meta_name2replace in meta_anns2rename: + try: + anns['meta_anns'][meta_anns2rename[meta_name2replace]] = anns['meta_anns'].pop(meta_name2replace) + anns['meta_anns'][meta_anns2rename[meta_name2replace]]['name'] = meta_anns2rename[meta_name2replace] + for meta_ann_name, meta_values in meta_ann_values2rename.items(): + if anns['meta_anns'][meta_anns2rename[meta_name2replace]]['name'] == meta_ann_name: + for value in meta_values: + if anns['meta_anns'][meta_anns2rename[meta_name2replace]]['value'] == value: + anns['meta_anns'][meta_anns2rename[meta_name2replace]]['value'] = meta_ann_values2rename[meta_ann_name][value] + except KeyError: + pass + self.annotations = self._annotations() + return + + def _eval_model(self, model: nn.Module, data: List, config: ConfigMetaCAT, tokenizer: TokenizerWrapperBase) -> Dict: + device = torch.device(config.general['device']) # Create a torch device + batch_size_eval = config.general['batch_size_eval'] + pad_id = config.model['padding_idx'] + ignore_cpos = config.model['ignore_cpos'] + class_weights = config.train['class_weights'] + + if class_weights is not None: + class_weights = torch.FloatTensor(class_weights).to(device) + criterion = nn.CrossEntropyLoss(weight=class_weights) # Set the criterion to Cross Entropy Loss + else: + criterion = nn.CrossEntropyLoss() # Set the criterion to Cross Entropy Loss + + y_eval = [x[2] for x in data] + num_batches = math.ceil(len(data) / batch_size_eval) + running_loss = [] + all_logits = [] + model.to(device) + model.eval() + + with torch.no_grad(): + for i in range(num_batches): + x, cpos, attention_mask, y = create_batch_piped_data(data, + i*batch_size_eval, + (i+1)*batch_size_eval, + device=device, + pad_id=pad_id) + logits = model(x, cpos, ignore_cpos=ignore_cpos) + loss = criterion(logits, y) + + # Track loss and logits + running_loss.append(loss.item()) + all_logits.append(logits.detach().cpu().numpy()) + + predictions = np.argmax(np.concatenate(all_logits, axis=0), axis=1) + return predictions + + def _eval(self, metacat_model, mct_export): + # TODO: Should be moved into + g_config = metacat_model.config.general + t_config = metacat_model.config.train + t_config['test_size'] = 0 + t_config['shuffle_data'] = False + t_config['prerequisites'] = {} + t_config['cui_filter'] = {} + + # Prepare the data + assert metacat_model.tokenizer is not None + data = prepare_from_json(mct_export, g_config['cntx_left'], g_config['cntx_right'], metacat_model.tokenizer, + cui_filter=t_config['cui_filter'], + replace_center=g_config['replace_center'], prerequisites=t_config['prerequisites'], + lowercase=g_config['lowercase']) + + # Check is the name there + category_name = g_config['category_name'] + if category_name not in data: + warnings.warn(f"The meta_model {category_name} does not exist in this MedCATtrainer export.", UserWarning) + return {category_name: f"{category_name} does not exist"} + + data = data[category_name] + + # We already have everything, just get the data + category_value2id = g_config['category_value2id'] + data, _, _ = encode_category_values(data, existing_category_value2id=category_value2id) + logger.info(_) + # Run evaluation + assert metacat_model.tokenizer is not None + result = self._eval_model(metacat_model.model, data, config=metacat_model.config, tokenizer=metacat_model.tokenizer) + + return {'predictions': result, 'meta_values': _} + + def full_annotation_df(self) -> pd.DataFrame: + """ + DataFrame of all annotations created including meta_annotation predictions. + This function is similar to annotation_df with the addition of Meta_annotation predictions from the medcat model. + prerequisite Args: MedcatTrainer_export([mct_export_paths], model_pack_path=) + """ + anns_df = self.annotation_df() + meta_df = anns_df[anns_df['validated'] & ~anns_df['deleted'] & + ~anns_df['killed'] & ~anns_df['irrelevant']] + meta_df = meta_df.reset_index(drop=True) + + for meta_model in self.cat._meta_cats: + logger.info(f'Checking metacat model: {meta_model}') + meta_model_task = meta_model.name + meta_results = self._eval(meta_model, self.mct_export) + meta_values = {v: k for k, v in meta_results['meta_values'].items()} + pred_meta_values = [] + counter = 0 + for meta_value in meta_df[meta_model_task]: + if pd.isnull(meta_value): + pred_meta_values.append(np.nan) + else: + pred_meta_values.append(meta_values.get(meta_results['predictions'][counter], np.nan)) + counter += 1 + meta_df.insert(meta_df.columns.get_loc(meta_model_task) + 1, 'predict_' + meta_model_task, pred_meta_values) + + return meta_df + + def meta_anns_concept_summary(self) -> List[Dict]: + """Calculate performance metrics for meta annotations per concept. + + Returns: + List[Dict]: List of dictionaries containing concept-level meta annotation metrics + """ + meta_df = self.full_annotation_df() + meta_performance = {} + + for cui in meta_df.cui.unique(): + concept_df = meta_df[meta_df['cui'] == cui] + meta_task_results = {} + + for meta_model_card in self.cat.get_model_card(as_dict=True)['MetaCAT models']: + meta_task = meta_model_card['Category Name'] + meta_classes = meta_model_card['Classes'].keys() + + # Calculate per-class metrics + class_metrics = {} + total_instances = 0 + + for meta_value in meta_classes: + # Get predictions and ground truth for this class + preds = concept_df['predict_' + meta_task] == meta_value + truths = concept_df[meta_task] == meta_value + + # Calculate metrics + tp = int((preds & truths).sum()) + fp = int((preds & ~truths).sum()) + fn = int((~preds & truths).sum()) + total = int(truths.sum()) + total_instances += total + + # Store metrics + class_metrics[meta_value] = { + 'total': total, + 'f1': float(tp / (tp + 0.5 * (fp + fn)) if (tp + fp + fn) > 0 else 0), + 'prec': float(tp / (tp + fp) if (tp + fp) > 0 else 0), + 'rec': float(tp / (tp + fn) if (tp + fn) > 0 else 0) + } + + # Calculate macro averages (unweighted) + macro_metrics = { + 'f1': float(sum(m['f1'] for m in class_metrics.values()) / len(meta_classes)), + 'prec': float(sum(m['prec'] for m in class_metrics.values()) / len(meta_classes)), + 'rec': float(sum(m['rec'] for m in class_metrics.values()) / len(meta_classes)) + } + + # Calculate micro averages (weighted by class size) + if total_instances > 0: + micro_metrics = { + 'f1': float(sum(m['f1'] * m['total'] for m in class_metrics.values()) / total_instances), + 'prec': float(sum(m['prec'] * m['total'] for m in class_metrics.values()) / total_instances), + 'rec': float(sum(m['rec'] * m['total'] for m in class_metrics.values()) / total_instances) + } + else: + micro_metrics = {'f1': 0.0, 'prec': 0.0, 'rec': 0.0} + + # Store results for this meta task + meta_task_results[meta_task] = { + 'classes': class_metrics, + 'macro': macro_metrics, + 'micro': micro_metrics + } + + # Store results for this concept + meta_performance[cui] = { + 'cui': cui, + 'concept_name': self.cat.cdb.cui2preferred_name[cui], + 'meta_tasks': meta_task_results + } + + return list(meta_performance.values()) + + def generate_report(self, meta_ann=False): + if meta_ann: + anno_df = self.full_annotation_df() + else: + anno_df = self.annotation_df() + + anno_df['last_modified'] = anno_df['last_modified'].dt.strftime(_dt_fmt) + anno_df.fillna('-', inplace=True) + + meta_anns_summary = None + if meta_ann: + meta_anns_summary = self.meta_anns_concept_summary() + + # assumes all projects have the same meta_anno_defs - this would break further up if not the case. + meta_anno_task_summary = self.mct_export['projects'][0]['meta_anno_defs'] + + return {'user_stats': self.user_stats().to_dict('records'), + 'concept_summary': self.concept_summary(), + 'annotation_summary': anno_df.to_dict('records'), + 'meta_anno_summary': meta_anns_summary, + 'projects2doc_ids': self.projects2doc_ids, + 'docs2text': self.docs2texts, + 'projects2name': self.projects2names, + 'docs2name': self.docs2names, + 'meta_anns_task_summary': meta_anno_task_summary} diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0001_initial.py b/v1/medcat-trainer/webapp/api/api/migrations/0001_initial.py new file mode 100644 index 000000000..2bf563018 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0001_initial.py @@ -0,0 +1,198 @@ +# Generated by Django 2.2.3 on 2019-09-22 15:49 + +from django.conf import settings +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + initial = True + + dependencies = [ + ('contenttypes', '0002_remove_content_type_name'), + migrations.swappable_dependency(settings.AUTH_USER_MODEL), + ] + + operations = [ + migrations.CreateModel( + name='AnnotatedEntity', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('value', models.CharField(max_length=1000)), + ('start_ind', models.IntegerField()), + ('end_ind', models.IntegerField()), + ('acc', models.FloatField()), + ('correct', models.BooleanField(choices=[(0, 'False'), (1, 'True')], default=True)), + ('validated', models.BooleanField(choices=[(0, 'False'), (1, 'True')], default=False)), + ], + ), + migrations.CreateModel( + name='Concept', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('pretty_name', models.CharField(max_length=300)), + ('cui', models.CharField(max_length=100, unique=True)), + ('desc', models.TextField(blank=True, default='')), + ('tui', models.CharField(max_length=20)), + ('semantic_type', models.CharField(blank=True, max_length=200, null=True)), + ('vocab', models.CharField(max_length=100)), + ('synonyms', models.TextField(blank=True, default='')), + ], + ), + migrations.CreateModel( + name='ConceptDB', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('cdb_file', models.FileField(upload_to='')), + ], + ), + migrations.CreateModel( + name='Dataset', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(max_length=150)), + ('original_file', models.FileField(upload_to='')), + ('create_time', models.DateTimeField(auto_now_add=True)), + ('description', models.TextField(blank=True, default='')), + ], + ), + migrations.CreateModel( + name='Document', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(max_length=150)), + ('create_time', models.DateTimeField(auto_now_add=True)), + ('text', models.TextField(blank=True, default='')), + ('dataset', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.Dataset')), + ], + ), + migrations.CreateModel( + name='Entity', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('label', models.CharField(max_length=300, unique=True)), + ], + ), + migrations.CreateModel( + name='MetaTaskValue', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(max_length=150)), + ], + ), + migrations.CreateModel( + name='Project', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(max_length=150)), + ('description', models.TextField(blank=True, default='')), + ('create_time', models.DateTimeField(auto_now_add=True)), + ('cuis', models.TextField(blank=True, default=None)), + ('tuis', models.TextField(blank=True, default=None)), + ('dataset', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.Dataset')), + ('members', models.ManyToManyField(to=settings.AUTH_USER_MODEL)), + ('polymorphic_ctype', models.ForeignKey(editable=False, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='polymorphic_api.project_set+', to='contenttypes.ContentType')), + ('validated_documents', models.ManyToManyField(to='api.Document')), + ], + options={ + 'abstract': False, + 'base_manager_name': 'objects', + }, + ), + migrations.CreateModel( + name='Vocabulary', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('vocab_file', models.FileField(upload_to='')), + ], + ), + migrations.CreateModel( + name='ProjectAnnotateEntities', + fields=[ + ('project_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='api.Project')), + ('require_entity_validation', models.BooleanField(choices=[(0, 'False'), (1, 'True')], default=False)), + ], + options={ + 'abstract': False, + 'base_manager_name': 'objects', + }, + bases=('api.project',), + ), + migrations.CreateModel( + name='MetaTask', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(max_length=150)), + ('description', models.TextField(blank=True, default='')), + ('values', models.ManyToManyField(related_name='values', to='api.MetaTaskValue')), + ], + ), + migrations.CreateModel( + name='MetaAnnotation', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('acc', models.FloatField()), + ('validated', models.BooleanField(choices=[(0, 'Not Validated'), (1, 'Validated')])), + ('annotated_entity', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.AnnotatedEntity')), + ('meta_task', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.MetaTask')), + ('meta_task_value', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.MetaTaskValue')), + ], + ), + migrations.CreateModel( + name='MedCATModel', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(max_length=100)), + ('cdb', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.ConceptDB')), + ('vocab', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.Vocabulary')), + ], + ), + migrations.CreateModel( + name='Link', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(max_length=300)), + ('concept', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.Concept')), + ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)), + ], + ), + migrations.AddField( + model_name='annotatedentity', + name='document', + field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='annotated_entity', to='api.Document'), + ), + migrations.AddField( + model_name='annotatedentity', + name='entity', + field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.Entity'), + ), + migrations.AddField( + model_name='annotatedentity', + name='project', + field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.Project'), + ), + migrations.AddField( + model_name='annotatedentity', + name='user', + field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL), + ), + migrations.CreateModel( + name='ProjectMetaAnnotate', + fields=[ + ('project_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='api.Project')), + ('project_annotate_entities', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.ProjectAnnotateEntities')), + ('tasks', models.ManyToManyField(to='api.MetaTask')), + ], + options={ + 'abstract': False, + 'base_manager_name': 'objects', + }, + bases=('api.project',), + ), + migrations.AddField( + model_name='projectannotateentities', + name='medcat_models', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.MedCATModel'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0002_auto_20190923_2342.py b/v1/medcat-trainer/webapp/api/api/migrations/0002_auto_20190923_2342.py new file mode 100644 index 000000000..2873d99c3 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0002_auto_20190923_2342.py @@ -0,0 +1,33 @@ +# Generated by Django 2.2.5 on 2019-09-23 23:42 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0001_initial'), + ] + + operations = [ + migrations.AlterField( + model_name='annotatedentity', + name='correct', + field=models.BooleanField(default=True), + ), + migrations.AlterField( + model_name='annotatedentity', + name='validated', + field=models.BooleanField(default=False), + ), + migrations.AlterField( + model_name='metaannotation', + name='validated', + field=models.BooleanField(), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='require_entity_validation', + field=models.BooleanField(default=False), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0003_auto_20190924_1934.py b/v1/medcat-trainer/webapp/api/api/migrations/0003_auto_20190924_1934.py new file mode 100644 index 000000000..759dfe393 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0003_auto_20190924_1934.py @@ -0,0 +1,22 @@ +# Generated by Django 2.2.3 on 2019-09-24 19:34 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0002_auto_20190923_2342'), + ] + + operations = [ + migrations.RemoveField( + model_name='annotatedentity', + name='correct', + ), + migrations.AddField( + model_name='annotatedentity', + name='deleted', + field=models.BooleanField(default=False), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0004_auto_20190925_1450.py b/v1/medcat-trainer/webapp/api/api/migrations/0004_auto_20190925_1450.py new file mode 100644 index 000000000..8cbff5546 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0004_auto_20190925_1450.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.5 on 2019-09-25 14:50 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0003_auto_20190924_1934'), + ] + + operations = [ + migrations.AlterField( + model_name='project', + name='validated_documents', + field=models.ManyToManyField(blank=True, default=None, to='api.Document'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0005_annotatedentity_alternative.py b/v1/medcat-trainer/webapp/api/api/migrations/0005_annotatedentity_alternative.py new file mode 100644 index 000000000..1778db33b --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0005_annotatedentity_alternative.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.3 on 2019-09-26 16:45 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0004_auto_20190925_1450'), + ] + + operations = [ + migrations.AddField( + model_name='annotatedentity', + name='alternative', + field=models.BooleanField(default=False), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0006_concept_icd10.py b/v1/medcat-trainer/webapp/api/api/migrations/0006_concept_icd10.py new file mode 100644 index 000000000..fef009161 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0006_concept_icd10.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.5 on 2019-09-26 23:50 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0005_annotatedentity_alternative'), + ] + + operations = [ + migrations.AddField( + model_name='concept', + name='icd10', + field=models.TextField(blank=True, default=''), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0007_concept_cdb.py b/v1/medcat-trainer/webapp/api/api/migrations/0007_concept_cdb.py new file mode 100644 index 000000000..094bf0532 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0007_concept_cdb.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.3 on 2019-09-27 22:43 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0006_concept_icd10'), + ] + + operations = [ + migrations.AddField( + model_name='concept', + name='cdb', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ConceptDB'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0008_annotatedentity_manually_created.py b/v1/medcat-trainer/webapp/api/api/migrations/0008_annotatedentity_manually_created.py new file mode 100644 index 000000000..5675cc84a --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0008_annotatedentity_manually_created.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.3 on 2019-09-28 01:21 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0007_concept_cdb'), + ] + + operations = [ + migrations.AddField( + model_name='annotatedentity', + name='manually_created', + field=models.BooleanField(default=False), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0009_document_last_modified.py b/v1/medcat-trainer/webapp/api/api/migrations/0009_document_last_modified.py new file mode 100644 index 000000000..9dd1c40a0 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0009_document_last_modified.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.3 on 2019-09-29 00:01 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0008_annotatedentity_manually_created'), + ] + + operations = [ + migrations.AddField( + model_name='document', + name='last_modified', + field=models.DateTimeField(auto_now=True), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0010_annotatedentity_last_modified.py b/v1/medcat-trainer/webapp/api/api/migrations/0010_annotatedentity_last_modified.py new file mode 100644 index 000000000..2e9b45ef6 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0010_annotatedentity_last_modified.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.3 on 2019-09-29 00:06 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0009_document_last_modified'), + ] + + operations = [ + migrations.AddField( + model_name='annotatedentity', + name='last_modified', + field=models.DateTimeField(auto_now=True), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0011_projectannotateentities_cdb_search_filter.py b/v1/medcat-trainer/webapp/api/api/migrations/0011_projectannotateentities_cdb_search_filter.py new file mode 100644 index 000000000..d3bb6ebf7 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0011_projectannotateentities_cdb_search_filter.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.3 on 2019-09-29 17:44 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0010_annotatedentity_last_modified'), + ] + + operations = [ + migrations.AddField( + model_name='projectannotateentities', + name='cdb_search_filter', + field=models.ManyToManyField(blank=True, null=True, to='api.ConceptDB'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0012_conceptdb_use_for_training.py b/v1/medcat-trainer/webapp/api/api/migrations/0012_conceptdb_use_for_training.py new file mode 100644 index 000000000..57ec7ba0b --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0012_conceptdb_use_for_training.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.3 on 2019-10-01 22:26 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0011_projectannotateentities_cdb_search_filter'), + ] + + operations = [ + migrations.AddField( + model_name='conceptdb', + name='use_for_training', + field=models.BooleanField(default=True), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0013_auto_20191001_2248.py b/v1/medcat-trainer/webapp/api/api/migrations/0013_auto_20191001_2248.py new file mode 100644 index 000000000..404dd5101 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0013_auto_20191001_2248.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.5 on 2019-10-01 22:48 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0012_conceptdb_use_for_training'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='cdb_search_filter', + field=models.ManyToManyField(blank=True, default=None, to='api.ConceptDB'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0014_conceptdb_name.py b/v1/medcat-trainer/webapp/api/api/migrations/0014_conceptdb_name.py new file mode 100644 index 000000000..5546d9c16 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0014_conceptdb_name.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.3 on 2019-10-02 16:09 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0013_auto_20191001_2248'), + ] + + operations = [ + migrations.AddField( + model_name='conceptdb', + name='name', + field=models.CharField(blank=True, default='', max_length=100), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0015_auto_20191002_1615.py b/v1/medcat-trainer/webapp/api/api/migrations/0015_auto_20191002_1615.py new file mode 100644 index 000000000..040745c14 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0015_auto_20191002_1615.py @@ -0,0 +1,28 @@ +# Generated by Django 2.2.3 on 2019-10-02 16:15 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0014_conceptdb_name'), + ] + + operations = [ + migrations.AddField( + model_name='projectannotateentities', + name='tasks', + field=models.ManyToManyField(blank=True, default=None, to='api.MetaTask'), + ), + migrations.AlterField( + model_name='metaannotation', + name='acc', + field=models.FloatField(default=1), + ), + migrations.AlterField( + model_name='metaannotation', + name='validated', + field=models.BooleanField(default=False), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0016_auto_20191002_2306.py b/v1/medcat-trainer/webapp/api/api/migrations/0016_auto_20191002_2306.py new file mode 100644 index 000000000..74a95a861 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0016_auto_20191002_2306.py @@ -0,0 +1,33 @@ +# Generated by Django 2.2.3 on 2019-10-02 23:06 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0015_auto_20191002_1615'), + ] + + operations = [ + migrations.RemoveField( + model_name='projectannotateentities', + name='medcat_models', + ), + migrations.AddField( + model_name='projectannotateentities', + name='concept_db', + field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ConceptDB'), + ), + migrations.AddField( + model_name='projectannotateentities', + name='vocab', + field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.Vocabulary'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='cdb_search_filter', + field=models.ManyToManyField(blank=True, default=None, related_name='concept_source', to='api.ConceptDB'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0017_delete_link.py b/v1/medcat-trainer/webapp/api/api/migrations/0017_delete_link.py new file mode 100644 index 000000000..ed601474e --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0017_delete_link.py @@ -0,0 +1,16 @@ +# Generated by Django 2.2.3 on 2019-10-02 23:28 + +from django.db import migrations + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0016_auto_20191002_2306'), + ] + + operations = [ + migrations.DeleteModel( + name='Link', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0018_annotatedentity_killed.py b/v1/medcat-trainer/webapp/api/api/migrations/0018_annotatedentity_killed.py new file mode 100644 index 000000000..3bbe24c85 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0018_annotatedentity_killed.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.3 on 2019-10-11 16:00 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0017_delete_link'), + ] + + operations = [ + migrations.AddField( + model_name='annotatedentity', + name='killed', + field=models.BooleanField(default=False), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0019_annotatedentity_correct.py b/v1/medcat-trainer/webapp/api/api/migrations/0019_annotatedentity_correct.py new file mode 100644 index 000000000..feb6114a7 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0019_annotatedentity_correct.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.7 on 2019-11-24 01:01 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0018_annotatedentity_killed'), + ] + + operations = [ + migrations.AddField( + model_name='annotatedentity', + name='correct', + field=models.BooleanField(default=False), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0020_projectannotateentities_train_model_on_submit.py b/v1/medcat-trainer/webapp/api/api/migrations/0020_projectannotateentities_train_model_on_submit.py new file mode 100644 index 000000000..7a35d41c0 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0020_projectannotateentities_train_model_on_submit.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.9 on 2020-01-08 11:09 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0019_annotatedentity_correct'), + ] + + operations = [ + migrations.AddField( + model_name='projectannotateentities', + name='train_model_on_submit', + field=models.BooleanField(default=True), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0021_auto_20200124_1108.py b/v1/medcat-trainer/webapp/api/api/migrations/0021_auto_20200124_1108.py new file mode 100644 index 000000000..3dc2be017 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0021_auto_20200124_1108.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.9 on 2020-01-24 11:08 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0020_projectannotateentities_train_model_on_submit'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='require_entity_validation', + field=models.BooleanField(default=True), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0022_metatask_default.py b/v1/medcat-trainer/webapp/api/api/migrations/0022_metatask_default.py new file mode 100644 index 000000000..3fd3f33d1 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0022_metatask_default.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.9 on 2020-01-24 16:53 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0021_auto_20200124_1108'), + ] + + operations = [ + migrations.AddField( + model_name='metatask', + name='default', + field=models.OneToOneField(blank=True, null=True, on_delete=django.db.models.deletion.DO_NOTHING, related_name='task_default', to='api.MetaTaskValue'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0023_concept_opcs4.py b/v1/medcat-trainer/webapp/api/api/migrations/0023_concept_opcs4.py new file mode 100644 index 000000000..e9c2fd5e5 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0023_concept_opcs4.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.9 on 2020-01-28 12:23 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0022_metatask_default'), + ] + + operations = [ + migrations.AddField( + model_name='concept', + name='opcs4', + field=models.TextField(blank=True, default=''), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0024_auto_20200131_2339.py b/v1/medcat-trainer/webapp/api/api/migrations/0024_auto_20200131_2339.py new file mode 100644 index 000000000..b6abdca30 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0024_auto_20200131_2339.py @@ -0,0 +1,47 @@ +# Generated by Django 2.2.9 on 2020-01-31 23:39 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0023_concept_opcs4'), + ] + + operations = [ + migrations.CreateModel( + name='ICDCode', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('code', models.CharField(max_length=10, unique=True)), + ('desc', models.CharField(max_length=300)), + ], + ), + migrations.CreateModel( + name='OPCSCode', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('code', models.CharField(max_length=10, unique=True)), + ('desc', models.CharField(max_length=300)), + ], + ), + migrations.RemoveField( + model_name='concept', + name='icd10', + ), + migrations.RemoveField( + model_name='concept', + name='opcs4', + ), + migrations.AddField( + model_name='concept', + name='icd10', + field=models.ManyToManyField(blank=True, default=None, related_name='concept', to='api.ICDCode'), + ), + migrations.AddField( + model_name='concept', + name='opcs4', + field=models.ManyToManyField(blank=True, default=None, related_name='concept', to='api.OPCSCode'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0025_auto_20200131_2353.py b/v1/medcat-trainer/webapp/api/api/migrations/0025_auto_20200131_2353.py new file mode 100644 index 000000000..674fc9ed0 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0025_auto_20200131_2353.py @@ -0,0 +1,24 @@ +# Generated by Django 2.2.9 on 2020-01-31 23:53 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0024_auto_20200131_2339'), + ] + + operations = [ + migrations.AddField( + model_name='icdcode', + name='cdb', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ConceptDB'), + ), + migrations.AddField( + model_name='opcscode', + name='cdb', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ConceptDB'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0026_auto_20200204_1517.py b/v1/medcat-trainer/webapp/api/api/migrations/0026_auto_20200204_1517.py new file mode 100644 index 000000000..408cee2e8 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0026_auto_20200204_1517.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.3 on 2020-02-04 15:17 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0025_auto_20200131_2353'), + ] + + operations = [ + migrations.AlterField( + model_name='metatask', + name='default', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.MetaTaskValue'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0027_auto_20200208_1443.py b/v1/medcat-trainer/webapp/api/api/migrations/0027_auto_20200208_1443.py new file mode 100644 index 000000000..32ed9e1f8 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0027_auto_20200208_1443.py @@ -0,0 +1,32 @@ +# Generated by Django 2.2.9 on 2020-02-08 14:43 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0026_auto_20200204_1517'), + ] + + operations = [ + migrations.AddField( + model_name='annotatedentity', + name='icdCode', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ICDCode'), + ), + migrations.AddField( + model_name='annotatedentity', + name='opcsCode', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.OPCSCode'), + ), + migrations.AddField( + model_name='projectannotateentities', + name='clinical_coding_project', + field=models.BooleanField(default=True), + ), + migrations.DeleteModel( + name='ProjectMetaAnnotate', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0028_auto_20200208_1559.py b/v1/medcat-trainer/webapp/api/api/migrations/0028_auto_20200208_1559.py new file mode 100644 index 000000000..a8ee48264 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0028_auto_20200208_1559.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.9 on 2020-02-08 15:59 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0027_auto_20200208_1443'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='clinical_coding_project', + field=models.BooleanField(default=False), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0029_auto_20200208_1609.py b/v1/medcat-trainer/webapp/api/api/migrations/0029_auto_20200208_1609.py new file mode 100644 index 000000000..d8169689d --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0029_auto_20200208_1609.py @@ -0,0 +1,32 @@ +# Generated by Django 2.2.9 on 2020-02-08 16:09 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0028_auto_20200208_1559'), + ] + + operations = [ + migrations.RemoveField( + model_name='annotatedentity', + name='icdCode', + ), + migrations.RemoveField( + model_name='annotatedentity', + name='opcsCode', + ), + migrations.AddField( + model_name='annotatedentity', + name='icd_Code', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ICDCode'), + ), + migrations.AddField( + model_name='annotatedentity', + name='opcs_Code', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.OPCSCode'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0030_auto_20200208_1858.py b/v1/medcat-trainer/webapp/api/api/migrations/0030_auto_20200208_1858.py new file mode 100644 index 000000000..ea554d677 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0030_auto_20200208_1858.py @@ -0,0 +1,32 @@ +# Generated by Django 2.2.9 on 2020-02-08 18:58 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0029_auto_20200208_1609'), + ] + + operations = [ + migrations.RemoveField( + model_name='annotatedentity', + name='icd_Code', + ), + migrations.RemoveField( + model_name='annotatedentity', + name='opcs_Code', + ), + migrations.AddField( + model_name='annotatedentity', + name='icd_code', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ICDCode'), + ), + migrations.AddField( + model_name='annotatedentity', + name='opcs_code', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.OPCSCode'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0031_annotatedentity_create_time.py b/v1/medcat-trainer/webapp/api/api/migrations/0031_annotatedentity_create_time.py new file mode 100644 index 000000000..c5c5ac842 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0031_annotatedentity_create_time.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.9 on 2020-02-12 00:17 + +import datetime +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0030_auto_20200208_1858'), + ] + + operations = [ + migrations.AddField( + model_name='annotatedentity', + name='create_time', + field=models.DateTimeField(default=datetime.datetime(2020, 2, 12, 0, 17, 34, 144415)), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0032_auto_20200212_0017.py b/v1/medcat-trainer/webapp/api/api/migrations/0032_auto_20200212_0017.py new file mode 100644 index 000000000..4af5cf10e --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0032_auto_20200212_0017.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.9 on 2020-02-12 00:17 + +import datetime +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0031_annotatedentity_create_time'), + ] + + operations = [ + migrations.AlterField( + model_name='annotatedentity', + name='create_time', + field=models.DateTimeField(default=datetime.datetime(2020, 2, 12, 0, 17, 35, 796151)), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0033_auto_20200212_0021.py b/v1/medcat-trainer/webapp/api/api/migrations/0033_auto_20200212_0021.py new file mode 100644 index 000000000..50a55bcc2 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0033_auto_20200212_0021.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.9 on 2020-02-12 00:21 + +import datetime +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0032_auto_20200212_0017'), + ] + + operations = [ + migrations.AlterField( + model_name='annotatedentity', + name='create_time', + field=models.DateTimeField(default=datetime.datetime(1970, 1, 1, 0, 0)), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0034_auto_20200212_0022.py b/v1/medcat-trainer/webapp/api/api/migrations/0034_auto_20200212_0022.py new file mode 100644 index 000000000..b46cbd1d8 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0034_auto_20200212_0022.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.9 on 2020-02-12 00:22 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0033_auto_20200212_0021'), + ] + + operations = [ + migrations.AlterField( + model_name='annotatedentity', + name='create_time', + field=models.DateTimeField(auto_now_add=True), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0035_projectannotateentities_add_new_entities.py b/v1/medcat-trainer/webapp/api/api/migrations/0035_projectannotateentities_add_new_entities.py new file mode 100644 index 000000000..957bce7e1 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0035_projectannotateentities_add_new_entities.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.11 on 2020-03-15 10:45 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0034_auto_20200212_0022'), + ] + + operations = [ + migrations.AddField( + model_name='projectannotateentities', + name='add_new_entities', + field=models.BooleanField(default=False), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0036_auto_20200320_0105.py b/v1/medcat-trainer/webapp/api/api/migrations/0036_auto_20200320_0105.py new file mode 100644 index 000000000..370a97edf --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0036_auto_20200320_0105.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.11 on 2020-03-20 01:05 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0035_projectannotateentities_add_new_entities'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='concept_db', + field=models.ForeignKey(default=None, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ConceptDB'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0037_auto_20200320_0107.py b/v1/medcat-trainer/webapp/api/api/migrations/0037_auto_20200320_0107.py new file mode 100644 index 000000000..1211b437a --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0037_auto_20200320_0107.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.11 on 2020-03-20 01:07 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0036_auto_20200320_0105'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='concept_db', + field=models.ForeignKey(blank=True, default=None, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ConceptDB'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0038_auto_20200407_1418.py b/v1/medcat-trainer/webapp/api/api/migrations/0038_auto_20200407_1418.py new file mode 100644 index 000000000..93e6ae808 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0038_auto_20200407_1418.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.11 on 2020-04-07 14:18 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0037_auto_20200320_0107'), + ] + + operations = [ + migrations.AlterField( + model_name='concept', + name='cui', + field=models.CharField(max_length=100), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0039_project_cuis_file.py b/v1/medcat-trainer/webapp/api/api/migrations/0039_project_cuis_file.py new file mode 100644 index 000000000..db7839ce3 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0039_project_cuis_file.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.11 on 2020-04-11 19:47 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0038_auto_20200407_1418'), + ] + + operations = [ + migrations.AddField( + model_name='project', + name='cuis_file', + field=models.FileField(blank=True, null=True, upload_to=''), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0040_projectannotateentities_restrict_concept_lookup.py b/v1/medcat-trainer/webapp/api/api/migrations/0040_projectannotateentities_restrict_concept_lookup.py new file mode 100644 index 000000000..505fff17f --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0040_projectannotateentities_restrict_concept_lookup.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.12 on 2020-04-16 19:47 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0039_project_cuis_file'), + ] + + operations = [ + migrations.AddField( + model_name='projectannotateentities', + name='restrict_concept_lookup', + field=models.BooleanField(default=False), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0041_auto_20200519_1544.py b/v1/medcat-trainer/webapp/api/api/migrations/0041_auto_20200519_1544.py new file mode 100644 index 000000000..d9060bbbf --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0041_auto_20200519_1544.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.12 on 2020-05-19 15:44 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0040_projectannotateentities_restrict_concept_lookup'), + ] + + operations = [ + migrations.AlterField( + model_name='project', + name='cuis_file', + field=models.FileField(blank=True, help_text='A file containing a JSON formatted list of CUI code strings, i.e. ["S-1234","S-54321"]', null=True, upload_to=''), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0042_auto_20200520_0945.py b/v1/medcat-trainer/webapp/api/api/migrations/0042_auto_20200520_0945.py new file mode 100644 index 000000000..5506863b9 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0042_auto_20200520_0945.py @@ -0,0 +1,38 @@ +# Generated by Django 2.2.12 on 2020-05-20 09:45 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0041_auto_20200519_1544'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='add_new_entities', + field=models.BooleanField(default=False, help_text='allow the creation of new terms to be added to the CDB'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='clinical_coding_project', + field=models.BooleanField(default=False, help_text='customised UI for the clinical coding (ICD-10/OPCS-4 use case'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='require_entity_validation', + field=models.BooleanField(default=True, help_text='Entities appear grey and are required to be validated before submission'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='restrict_concept_lookup', + field=models.BooleanField(default=False, help_text='users can only select terms from the list configured for the project, i.e. either from the cuis or cuis_file lists.'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='train_model_on_submit', + field=models.BooleanField(default=True, help_text='active learning - configured CDB is trainedon each submit'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0043_auto_20200520_1018.py b/v1/medcat-trainer/webapp/api/api/migrations/0043_auto_20200520_1018.py new file mode 100644 index 000000000..d23037510 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0043_auto_20200520_1018.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.12 on 2020-05-20 10:18 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0042_auto_20200520_0945'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='clinical_coding_project', + field=models.BooleanField(default=False, help_text='customised UI for the clinical coding (ICD-10/OPCS-4) use case'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0044_projectannotateentities_terminate_available.py b/v1/medcat-trainer/webapp/api/api/migrations/0044_projectannotateentities_terminate_available.py new file mode 100644 index 000000000..54ce5c531 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0044_projectannotateentities_terminate_available.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.12 on 2020-06-03 08:50 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0043_auto_20200520_1018'), + ] + + operations = [ + migrations.AddField( + model_name='projectannotateentities', + name='terminate_available', + field=models.BooleanField(default=False, help_text='enable the option to terminate concepts.'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0045_auto_20200603_0934.py b/v1/medcat-trainer/webapp/api/api/migrations/0045_auto_20200603_0934.py new file mode 100644 index 000000000..3c6683c53 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0045_auto_20200603_0934.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.12 on 2020-06-03 09:34 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0044_projectannotateentities_terminate_available'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='terminate_available', + field=models.BooleanField(default=True, help_text='enable the option to terminate concepts.'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0046_auto_20200802_1006.py b/v1/medcat-trainer/webapp/api/api/migrations/0046_auto_20200802_1006.py new file mode 100644 index 000000000..9878cfab7 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0046_auto_20200802_1006.py @@ -0,0 +1,33 @@ +# Generated by Django 2.2.12 on 2020-08-02 10:06 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0045_auto_20200603_0934'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='add_new_entities', + field=models.BooleanField(default=False, help_text='Allow the creation of new terms to be added to the CDB'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='restrict_concept_lookup', + field=models.BooleanField(default=False, help_text='Users can only select terms from the list configured for the project, i.e. either from the cuis or cuis_file lists.'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='terminate_available', + field=models.BooleanField(default=True, help_text='Enable the option to terminate concepts.'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='train_model_on_submit', + field=models.BooleanField(default=True, help_text='Active learning - configured CDB is trained on each submit'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0047_auto_20210112_0355.py b/v1/medcat-trainer/webapp/api/api/migrations/0047_auto_20210112_0355.py new file mode 100644 index 000000000..66ae7eed8 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0047_auto_20210112_0355.py @@ -0,0 +1,23 @@ +# Generated by Django 2.0 on 2021-01-12 03:55 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0046_auto_20200802_1006'), + ] + + operations = [ + migrations.AlterField( + model_name='concept', + name='cui', + field=models.CharField(db_index=True, max_length=100), + ), + migrations.AlterField( + model_name='concept', + name='pretty_name', + field=models.CharField(db_index=True, max_length=300), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0048_projectcuicounter.py b/v1/medcat-trainer/webapp/api/api/migrations/0048_projectcuicounter.py new file mode 100644 index 000000000..4ac94a320 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0048_projectcuicounter.py @@ -0,0 +1,23 @@ +# Generated by Django 2.0 on 2021-01-13 03:54 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0047_auto_20210112_0355'), + ] + + operations = [ + migrations.CreateModel( + name='ProjectCuiCounter', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('count', models.IntegerField()), + ('entity', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.Entity')), + ('project', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.Project')), + ], + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0049_auto_20210202_1539.py b/v1/medcat-trainer/webapp/api/api/migrations/0049_auto_20210202_1539.py new file mode 100644 index 000000000..01eddc7a3 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0049_auto_20210202_1539.py @@ -0,0 +1,23 @@ +# Generated by Django 2.0 on 2021-02-02 15:39 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0048_projectcuicounter'), + ] + + operations = [ + migrations.AddField( + model_name='annotatedentity', + name='irrelevant', + field=models.BooleanField(default=False), + ), + migrations.AddField( + model_name='projectannotateentities', + name='irrelevant_available', + field=models.BooleanField(default=False, help_text='Enable the option to add the irrelevant button.'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0050_remove_project_tuis.py b/v1/medcat-trainer/webapp/api/api/migrations/0050_remove_project_tuis.py new file mode 100644 index 000000000..cdced0379 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0050_remove_project_tuis.py @@ -0,0 +1,17 @@ +# Generated by Django 2.0 on 2021-02-02 18:31 + +from django.db import migrations + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0049_auto_20210202_1539'), + ] + + operations = [ + migrations.RemoveField( + model_name='project', + name='tuis', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0051_auto_20210211_1812.py b/v1/medcat-trainer/webapp/api/api/migrations/0051_auto_20210211_1812.py new file mode 100644 index 000000000..052caa4b2 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0051_auto_20210211_1812.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.18 on 2021-02-11 18:12 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0050_remove_project_tuis'), + ] + + operations = [ + migrations.AlterField( + model_name='concept', + name='cdb', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to='api.ConceptDB'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0052_auto_20210216_1130.py b/v1/medcat-trainer/webapp/api/api/migrations/0052_auto_20210216_1130.py new file mode 100644 index 000000000..b6d4ed12f --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0052_auto_20210216_1130.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.18 on 2021-02-16 11:30 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0051_auto_20210211_1812'), + ] + + operations = [ + migrations.AlterField( + model_name='project', + name='cuis_file', + field=models.FileField(blank=True, help_text='A file containing a JSON formatted list of CUI code strings, i.e. ["1234567","7654321"]', null=True, upload_to=''), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0053_remove_projectannotateentities_clinical_coding_project.py b/v1/medcat-trainer/webapp/api/api/migrations/0053_remove_projectannotateentities_clinical_coding_project.py new file mode 100644 index 000000000..be0650972 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0053_remove_projectannotateentities_clinical_coding_project.py @@ -0,0 +1,17 @@ +# Generated by Django 2.2.18 on 2021-02-16 11:58 + +from django.db import migrations + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0052_auto_20210216_1130'), + ] + + operations = [ + migrations.RemoveField( + model_name='projectannotateentities', + name='clinical_coding_project', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0054_remove_concept_vocab.py b/v1/medcat-trainer/webapp/api/api/migrations/0054_remove_concept_vocab.py new file mode 100644 index 000000000..a68e7caad --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0054_remove_concept_vocab.py @@ -0,0 +1,17 @@ +# Generated by Django 2.2.18 on 2021-03-12 10:48 + +from django.db import migrations + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0053_remove_projectannotateentities_clinical_coding_project'), + ] + + operations = [ + migrations.RemoveField( + model_name='concept', + name='vocab', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0055_auto_20210417_0902.py b/v1/medcat-trainer/webapp/api/api/migrations/0055_auto_20210417_0902.py new file mode 100644 index 000000000..b6358161e --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0055_auto_20210417_0902.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.9 on 2021-04-17 09:02 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0054_remove_concept_vocab'), + ] + + operations = [ + migrations.AlterField( + model_name='concept', + name='cui', + field=models.CharField(db_index=True, max_length=100, unique=True), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0056_auto_20210417_0926.py b/v1/medcat-trainer/webapp/api/api/migrations/0056_auto_20210417_0926.py new file mode 100644 index 000000000..d21ee9783 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0056_auto_20210417_0926.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.9 on 2021-04-17 09:26 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0055_auto_20210417_0902'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='restrict_concept_lookup', + field=models.BooleanField(default=False, help_text='Users can only search for concept terms from the list configured for the project, i.e. either from the cuis or cuis_file lists.'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0057_auto_20210705_0954.py b/v1/medcat-trainer/webapp/api/api/migrations/0057_auto_20210705_0954.py new file mode 100644 index 000000000..2238e8b9f --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0057_auto_20210705_0954.py @@ -0,0 +1,43 @@ +# Generated by Django 2.2.24 on 2021-07-05 09:54 + +from django.conf import settings +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + migrations.swappable_dependency(settings.AUTH_USER_MODEL), + ('api', '0056_auto_20210417_0926'), + ] + + operations = [ + migrations.CreateModel( + name='Relation', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('label', models.CharField(max_length=300, unique=True)), + ], + ), + migrations.CreateModel( + name='EntityRelation', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('validated', models.BooleanField(default=False)), + ('create_time', models.DateTimeField(auto_now_add=True)), + ('last_modified', models.DateTimeField(auto_now=True)), + ('document', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='entity_relation_document', to='api.Document')), + ('end_entity', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='end_entity', to='api.AnnotatedEntity')), + ('project', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.Project')), + ('relation', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='api.Relation')), + ('start_entity', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='start_entity', to='api.AnnotatedEntity')), + ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)), + ], + ), + migrations.AddField( + model_name='projectannotateentities', + name='relations', + field=models.ManyToManyField(blank=True, default=None, help_text='Relations that will be available for this project', to='api.Relation'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0058_auto_20210921_0022.py b/v1/medcat-trainer/webapp/api/api/migrations/0058_auto_20210921_0022.py new file mode 100644 index 000000000..8ce9a22ad --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0058_auto_20210921_0022.py @@ -0,0 +1,23 @@ +# Generated by Django 2.2.9 on 2021-09-21 00:22 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0057_auto_20210705_0954'), + ] + + operations = [ + migrations.AddField( + model_name='annotatedentity', + name='comment', + field=models.TextField(blank=True, null=True), + ), + migrations.AddField( + model_name='projectannotateentities', + name='enable_entity_annotation_comments', + field=models.BooleanField(default=False, help_text='Enable to allow annotators to leave comments for each annotation'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0059_auto_20211008_2038.py b/v1/medcat-trainer/webapp/api/api/migrations/0059_auto_20211008_2038.py new file mode 100644 index 000000000..b0d89b3b2 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0059_auto_20211008_2038.py @@ -0,0 +1,29 @@ +# Generated by Django 2.2.9 on 2021-10-08 20:38 + +from django.db import migrations + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0058_auto_20210921_0022'), + ] + + operations = [ + migrations.AlterModelOptions( + name='annotatedentity', + options={'ordering': ['id']}, + ), + migrations.AlterModelOptions( + name='document', + options={'ordering': ['id']}, + ), + migrations.AlterModelOptions( + name='entityrelation', + options={'ordering': ['id']}, + ), + migrations.AlterModelOptions( + name='relation', + options={'ordering': ['id']}, + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0060_auto_20211022_0940.py b/v1/medcat-trainer/webapp/api/api/migrations/0060_auto_20211022_0940.py new file mode 100644 index 000000000..30cc601bb --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0060_auto_20211022_0940.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.24 on 2021-10-22 09:40 + +from django.db import migrations + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0059_auto_20211008_2038'), + ] + + operations = [ + migrations.RenameField( + model_name='concept', + old_name='tui', + new_name='type_ids', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0061_project_annotation_guideline_link.py b/v1/medcat-trainer/webapp/api/api/migrations/0061_project_annotation_guideline_link.py new file mode 100644 index 000000000..914869fdf --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0061_project_annotation_guideline_link.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.24 on 2021-11-02 17:09 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0060_auto_20211022_0940'), + ] + + operations = [ + migrations.AddField( + model_name='project', + name='annotation_guideline_link', + field=models.TextField(blank=True, default='', help_text='link to an external document (i.e. GoogleDoc, MS Sharepoint)outlininng a guide for annotators to follow for this project,an example is available here: https://docs.google.com/document/d/1xxelBOYbyVzJ7vLlztP2q1Kw9F5Vr1pRwblgrXPS7QM/edit?usp=sharing'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0062_auto_20220426_1558.py b/v1/medcat-trainer/webapp/api/api/migrations/0062_auto_20220426_1558.py new file mode 100644 index 000000000..17f886be0 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0062_auto_20220426_1558.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.24 on 2022-04-26 15:58 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0061_project_annotation_guideline_link'), + ] + + operations = [ + migrations.AlterField( + model_name='concept', + name='cui', + field=models.CharField(db_index=True, max_length=100), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0063_auto_20220606_1107.py b/v1/medcat-trainer/webapp/api/api/migrations/0063_auto_20220606_1107.py new file mode 100644 index 000000000..d93c7a6e5 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0063_auto_20220606_1107.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.24 on 2022-06-06 11:07 + +import django.core.validators +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0062_auto_20220426_1558'), + ] + + operations = [ + migrations.AlterField( + model_name='conceptdb', + name='name', + field=models.CharField(blank=True, default='', max_length=100, validators=[django.core.validators.RegexValidator('^[0-9a-zA-Z_-]*$', 'Only alpahanumeric characters, -, _ are allowed for CDB names')]), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0064_auto_20220606_1253.py b/v1/medcat-trainer/webapp/api/api/migrations/0064_auto_20220606_1253.py new file mode 100644 index 000000000..551488f2f --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0064_auto_20220606_1253.py @@ -0,0 +1,19 @@ +# Generated by Django 2.2.24 on 2022-06-06 12:53 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0063_auto_20220606_1107'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='concept_db', + field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ConceptDB'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0065_auto_20221129_1102.py b/v1/medcat-trainer/webapp/api/api/migrations/0065_auto_20221129_1102.py new file mode 100644 index 000000000..e9ae95293 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0065_auto_20221129_1102.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.28 on 2022-11-29 11:02 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0064_auto_20220606_1253'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='cdb_search_filter', + field=models.ManyToManyField(blank=True, default=None, help_text='The CDB that will be used for concept lookup. This specific CDB should have been "imported" via the CDB admin screen', related_name='concept_source', to='api.ConceptDB'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0066_exportedproject.py b/v1/medcat-trainer/webapp/api/api/migrations/0066_exportedproject.py new file mode 100644 index 000000000..3271394e9 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0066_exportedproject.py @@ -0,0 +1,20 @@ +# Generated by Django 2.2.28 on 2023-01-05 18:04 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0065_auto_20221129_1102'), + ] + + operations = [ + migrations.CreateModel( + name='ExportedProject', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('trainer_export_file', models.FileField(help_text='Previously exported MedCATtrainer .json file', upload_to='')), + ], + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0067_delete_concept.py b/v1/medcat-trainer/webapp/api/api/migrations/0067_delete_concept.py new file mode 100644 index 000000000..a188ee598 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0067_delete_concept.py @@ -0,0 +1,16 @@ +# Generated by Django 2.2.28 on 2023-01-24 12:03 + +from django.db import migrations + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0066_exportedproject'), + ] + + operations = [ + migrations.DeleteModel( + name='Concept', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0068_auto_20230203_1715.py b/v1/medcat-trainer/webapp/api/api/migrations/0068_auto_20230203_1715.py new file mode 100644 index 000000000..1aff45c30 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0068_auto_20230203_1715.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.28 on 2023-02-03 17:15 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0067_delete_concept'), + ] + + operations = [ + migrations.AlterField( + model_name='projectannotateentities', + name='restrict_concept_lookup', + field=models.BooleanField(default=False, help_text='Users can only search for concept terms from the list configured for the project, i.e. either from the cuis or cuis_file lists. Checking this when bothcuis and cuis_file are empty does nothing. If "add new entities" is available & added, and cuis or cuis_fileis non-empty the new CUI will be added.'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0069_auto_20230711_0938.py b/v1/medcat-trainer/webapp/api/api/migrations/0069_auto_20230711_0938.py new file mode 100644 index 000000000..a7ba10e91 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0069_auto_20230711_0938.py @@ -0,0 +1,28 @@ +# Generated by Django 2.2.28 on 2023-07-11 09:38 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0068_auto_20230203_1715'), + ] + + operations = [ + migrations.AddField( + model_name='project', + name='annotation_classification', + field=models.BooleanField(default=False, help_text='If these project annotations are suitablefor training a general purpose model. Ifin doubt mark this as False.'), + ), + migrations.AddField( + model_name='project', + name='project_status', + field=models.CharField(choices=[('A', 'Annotating'), ('D', 'Discontinued (Fail)'), ('C', 'Complete')], default='A', help_text='The status of the project to indicate the readiness', max_length=1), + ), + migrations.AddField( + model_name='project', + name='projected_locked', + field=models.BooleanField(default=False, help_text='If this project is locked and cannot or should not be touched any further.'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0070_auto_20230711_0951.py b/v1/medcat-trainer/webapp/api/api/migrations/0070_auto_20230711_0951.py new file mode 100644 index 000000000..7cc9ff687 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0070_auto_20230711_0951.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.28 on 2023-07-11 09:51 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0069_auto_20230711_0938'), + ] + + operations = [ + migrations.AlterField( + model_name='project', + name='annotation_classification', + field=models.BooleanField(default=False, help_text='If these project annotations are suitable for training a general purpose model. If in doubt uncheck this.'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0071_auto_20230711_1654.py b/v1/medcat-trainer/webapp/api/api/migrations/0071_auto_20230711_1654.py new file mode 100644 index 000000000..f97174d13 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0071_auto_20230711_1654.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.28 on 2023-07-11 16:54 + +from django.db import migrations + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0070_auto_20230711_0951'), + ] + + operations = [ + migrations.RenameField( + model_name='project', + old_name='projected_locked', + new_name='project_locked', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0072_delete_projectcuicounter.py b/v1/medcat-trainer/webapp/api/api/migrations/0072_delete_projectcuicounter.py new file mode 100644 index 000000000..39395793d --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0072_delete_projectcuicounter.py @@ -0,0 +1,16 @@ +# Generated by Django 2.2.28 on 2023-09-21 12:09 + +from django.db import migrations + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0071_auto_20230711_1654'), + ] + + operations = [ + migrations.DeleteModel( + name='ProjectCuiCounter', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0073_auto_20231022_0028.py b/v1/medcat-trainer/webapp/api/api/migrations/0073_auto_20231022_0028.py new file mode 100644 index 000000000..52720ade0 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0073_auto_20231022_0028.py @@ -0,0 +1,26 @@ +# Generated by Django 2.2.28 on 2023-10-22 00:28 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0072_delete_projectcuicounter'), + ] + + operations = [ + migrations.CreateModel( + name='ProjectMetrics', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('report_name_generated', models.TextField(help_text='report name that links this metrics report to a previously ran bg task')), + ('report_name', models.TextField(help_text='A user specified report name that should be more user friendly than the generated one')), + ('report', models.FileField(help_text='the outputted metrics for configured', upload_to='')), + ('projects', models.ManyToManyField(blank=True, null=True, to='api.ProjectAnnotateEntities')), + ], + ), + migrations.DeleteModel( + name='MedCATModel', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0074_auto_20240215_1024.py b/v1/medcat-trainer/webapp/api/api/migrations/0074_auto_20240215_1024.py new file mode 100644 index 000000000..1d34052fc --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0074_auto_20240215_1024.py @@ -0,0 +1,36 @@ +# Generated by Django 2.2.28 on 2024-02-15 10:24 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0073_auto_20231022_0028'), + ] + + operations = [ + migrations.RemoveField( + model_name='opcscode', + name='cdb', + ), + migrations.RemoveField( + model_name='annotatedentity', + name='icd_code', + ), + migrations.RemoveField( + model_name='annotatedentity', + name='opcs_code', + ), + migrations.AlterField( + model_name='projectmetrics', + name='projects', + field=models.ManyToManyField(blank=True, to='api.ProjectAnnotateEntities'), + ), + migrations.DeleteModel( + name='ICDCode', + ), + migrations.DeleteModel( + name='OPCSCode', + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0075_auto_20240429_1350.py b/v1/medcat-trainer/webapp/api/api/migrations/0075_auto_20240429_1350.py new file mode 100644 index 000000000..14250e284 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0075_auto_20240429_1350.py @@ -0,0 +1,23 @@ +# Generated by Django 2.2.28 on 2024-04-29 13:50 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0074_auto_20240215_1024'), + ] + + operations = [ + migrations.AddField( + model_name='metaannotation', + name='last_modified', + field=models.DateTimeField(auto_now=True), + ), + migrations.AddField( + model_name='project', + name='last_modified', + field=models.DateTimeField(auto_now=True), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0076_auto_20240510_1451.py b/v1/medcat-trainer/webapp/api/api/migrations/0076_auto_20240510_1451.py new file mode 100644 index 000000000..571d974ef --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0076_auto_20240510_1451.py @@ -0,0 +1,115 @@ +# Generated by Django 2.2.28 on 2024-05-10 14:51 + +from django.conf import settings +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + migrations.swappable_dependency(settings.AUTH_USER_MODEL), + ('api', '0075_auto_20240429_1350'), + ] + + operations = [ + migrations.AlterField( + model_name='project', + name='annotation_classification', + field=models.BooleanField(default=False, help_text='If these annotations are suitable for training a general purpose model. If in doubt uncheck this.'), + ), + migrations.AlterField( + model_name='project', + name='annotation_guideline_link', + field=models.TextField(blank=True, default='', help_text='link to an external document (i.e. GoogleDoc, MS Sharepoint)outlining a guide for annotators to follow for this project,an example is available here: https://docs.google.com/document/d/1xxelBOYbyVzJ7vLlztP2q1Kw9F5Vr1pRwblgrXPS7QM/edit?usp=sharing'), + ), + migrations.AlterField( + model_name='project', + name='cuis', + field=models.TextField(blank=True, default=None, help_text='A list of comma seperated concept unique identifiers (CUIs) to be annotated'), + ), + migrations.AlterField( + model_name='project', + name='dataset', + field=models.ForeignKey(help_text='The dataset to be annotated.', on_delete=django.db.models.deletion.CASCADE, to='api.Dataset'), + ), + migrations.AlterField( + model_name='project', + name='description', + field=models.TextField(blank=True, default='', help_text='A short description of the annotations to be collected and why'), + ), + migrations.AlterField( + model_name='project', + name='members', + field=models.ManyToManyField(help_text='The list users that have access to this annotation project', to=settings.AUTH_USER_MODEL), + ), + migrations.AlterField( + model_name='project', + name='name', + field=models.CharField(help_text='A name of the annotation project', max_length=150), + ), + migrations.AlterField( + model_name='project', + name='project_locked', + field=models.BooleanField(default=False, help_text='Locked indicates annotation collection is complete and this dataset should not be touched any further.'), + ), + migrations.AlterField( + model_name='project', + name='project_status', + field=models.CharField(choices=[('A', 'Annotating'), ('D', 'Discontinued (Fail)'), ('C', 'Complete')], default='A', help_text='The status of the annotation collection exercise', max_length=1), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='concept_db', + field=models.ForeignKey(help_text='The MedCAT CDB used to annotate / validate', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ConceptDB'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='tasks', + field=models.ManyToManyField(blank=True, default=None, help_text='The set of MetaAnnotation tasks configured for this project', to='api.MetaTask'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='vocab', + field=models.ForeignKey(help_text='The MedCAT Vocab used to annotate / validate', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.Vocabulary'), + ), + migrations.CreateModel( + name='ProjectGroup', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(help_text='A name of the annotation project', max_length=150)), + ('description', models.TextField(blank=True, default='', help_text='A short description of the annotations to be collected and why')), + ('annotation_guideline_link', models.TextField(blank=True, default='', help_text='link to an external document (i.e. GoogleDoc, MS Sharepoint)outlining a guide for annotators to follow for this project,an example is available here: https://docs.google.com/document/d/1xxelBOYbyVzJ7vLlztP2q1Kw9F5Vr1pRwblgrXPS7QM/edit?usp=sharing')), + ('create_time', models.DateTimeField(auto_now_add=True)), + ('last_modified', models.DateTimeField(auto_now=True)), + ('cuis', models.TextField(blank=True, default=None, help_text='A list of comma seperated concept unique identifiers (CUIs) to be annotated')), + ('cuis_file', models.FileField(blank=True, help_text='A file containing a JSON formatted list of CUI code strings, i.e. ["1234567","7654321"]', null=True, upload_to='')), + ('annotation_classification', models.BooleanField(default=False, help_text='If these annotations are suitable for training a general purpose model. If in doubt uncheck this.')), + ('project_locked', models.BooleanField(default=False, help_text='Locked indicates annotation collection is complete and this dataset should not be touched any further.')), + ('project_status', models.CharField(choices=[('A', 'Annotating'), ('D', 'Discontinued (Fail)'), ('C', 'Complete')], default='A', help_text='The status of the annotation collection exercise', max_length=1)), + ('require_entity_validation', models.BooleanField(default=True, help_text='Entities appear grey and are required to be validated before submission')), + ('train_model_on_submit', models.BooleanField(default=True, help_text='Active learning - configured CDB is trained on each submit')), + ('add_new_entities', models.BooleanField(default=False, help_text='Allow the creation of new terms to be added to the CDB')), + ('restrict_concept_lookup', models.BooleanField(default=False, help_text='Users can only search for concept terms from the list configured for the project, i.e. either from the cuis or cuis_file lists. Checking this when bothcuis and cuis_file are empty does nothing. If "add new entities" is available & added, and cuis or cuis_fileis non-empty the new CUI will be added.')), + ('terminate_available', models.BooleanField(default=True, help_text='Enable the option to terminate concepts.')), + ('irrelevant_available', models.BooleanField(default=False, help_text='Enable the option to add the irrelevant button.')), + ('enable_entity_annotation_comments', models.BooleanField(default=False, help_text='Enable to allow annotators to leave comments for each annotation')), + ('administrators', models.ManyToManyField(help_text='The set of users that will have visibility of all projects in this project group', related_name='administrators', to=settings.AUTH_USER_MODEL)), + ('annotators', models.ManyToManyField(help_text='The set of users that will each be provided an annotation project', related_name='annotators', to=settings.AUTH_USER_MODEL)), + ('cdb_search_filter', models.ManyToManyField(blank=True, default=None, help_text='The CDB that will be used for concept lookup. This specific CDB should have been "imported" via the CDB admin screen', related_name='project_group_concept_source', to='api.ConceptDB')), + ('concept_db', models.ForeignKey(help_text='The MedCAT CDB used to annotate / validate', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ConceptDB')), + ('dataset', models.ForeignKey(help_text='The dataset to be annotated.', on_delete=django.db.models.deletion.CASCADE, to='api.Dataset')), + ('relations', models.ManyToManyField(blank=True, default=None, help_text='Relations that will be available for this project', to='api.Relation')), + ('tasks', models.ManyToManyField(blank=True, default=None, help_text='The set of MetaAnnotation tasks configured for this project', to='api.MetaTask')), + ('vocab', models.ForeignKey(help_text='The MedCAT Vocab used to annotate / validate', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.Vocabulary')), + ], + options={ + 'abstract': False, + }, + ), + migrations.AddField( + model_name='project', + name='group', + field=models.ForeignKey(blank=True, help_text='The annotation project group that this project is part of', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.ProjectGroup'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0077_projectgroup_create_associated_projects.py b/v1/medcat-trainer/webapp/api/api/migrations/0077_projectgroup_create_associated_projects.py new file mode 100644 index 000000000..0905d55b0 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0077_projectgroup_create_associated_projects.py @@ -0,0 +1,18 @@ +# Generated by Django 2.2.28 on 2024-05-14 12:52 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0076_auto_20240510_1451'), + ] + + operations = [ + migrations.AddField( + model_name='projectgroup', + name='create_associated_projects', + field=models.BooleanField(default=True, help_text='This only functions on new Project Group entries. If creating a new Project Group and this is checked, it will create a ProjectAnnotateEntities for each annotator. If unchecked it will not create associated ProjectAnnotateEntities instead, leaving the admin to manually configure groups of projects.'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0078_alter_project_polymorphic_ctype.py b/v1/medcat-trainer/webapp/api/api/migrations/0078_alter_project_polymorphic_ctype.py new file mode 100644 index 000000000..179467f2b --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0078_alter_project_polymorphic_ctype.py @@ -0,0 +1,20 @@ +# Generated by Django 5.0.6 on 2024-06-07 11:18 + +import django.db.models.deletion +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0077_projectgroup_create_associated_projects'), + ('contenttypes', '0002_remove_content_type_name'), + ] + + operations = [ + migrations.AlterField( + model_name='project', + name='polymorphic_ctype', + field=models.ForeignKey(editable=False, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='polymorphic_%(app_label)s.%(class)s_set+', to='contenttypes.contenttype'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0078_metacatmodel_modelpack.py b/v1/medcat-trainer/webapp/api/api/migrations/0078_metacatmodel_modelpack.py new file mode 100644 index 000000000..5f52fbf0a --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0078_metacatmodel_modelpack.py @@ -0,0 +1,34 @@ +# Generated by Django 2.2.28 on 2024-06-05 23:39 + +from django.db import migrations, models +import django.db.models.deletion + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0077_projectgroup_create_associated_projects'), + ] + + operations = [ + migrations.CreateModel( + name='MetaCATModel', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(max_length=100)), + ('meta_cat_dir', models.FilePathField(allow_folders=True, help_text='The zip or dir for a MetaCAT model')), + ('meta_task', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.MetaTask')), + ], + ), + migrations.CreateModel( + name='ModelPack', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.TextField()), + ('model_pack', models.FileField(help_text='Model pack zip', upload_to='')), + ('concept_db', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to='api.ConceptDB')), + ('meta_cats', models.ManyToManyField(blank=True, default=None, to='api.MetaCATModel')), + ('vocab', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to='api.Vocabulary')), + ], + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0079_merge_20240701_2259.py b/v1/medcat-trainer/webapp/api/api/migrations/0079_merge_20240701_2259.py new file mode 100644 index 000000000..0d011c638 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0079_merge_20240701_2259.py @@ -0,0 +1,14 @@ +# Generated by Django 2.2.28 on 2024-07-01 22:59 + +from django.db import migrations + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0078_metacatmodel_modelpack'), + ('api', '0078_alter_project_polymorphic_ctype'), + ] + + operations = [ + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0080_alter_metatask_options_alter_metataskvalue_options_and_more.py b/v1/medcat-trainer/webapp/api/api/migrations/0080_alter_metatask_options_alter_metataskvalue_options_and_more.py new file mode 100644 index 000000000..a92a99dbe --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0080_alter_metatask_options_alter_metataskvalue_options_and_more.py @@ -0,0 +1,31 @@ +# Generated by Django 5.0.6 on 2024-07-10 16:09 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0079_merge_20240701_2259'), + ] + + operations = [ + migrations.AlterModelOptions( + name='metatask', + options={'ordering': ['ordering', 'name']}, + ), + migrations.AlterModelOptions( + name='metataskvalue', + options={'ordering': ['ordering', 'name']}, + ), + migrations.AddField( + model_name='metatask', + name='ordering', + field=models.PositiveSmallIntegerField(default=0, help_text='the order in which the meta task will appear in the Trainer Annotation project screen'), + ), + migrations.AddField( + model_name='metataskvalue', + name='ordering', + field=models.PositiveSmallIntegerField(default=0, help_text='the order in which the meta task value will appear in the Trainer Annotation project screen'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0081_alter_metatask_name.py b/v1/medcat-trainer/webapp/api/api/migrations/0081_alter_metatask_name.py new file mode 100644 index 000000000..49798fe64 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0081_alter_metatask_name.py @@ -0,0 +1,18 @@ +# Generated by Django 5.0.6 on 2024-07-10 16:15 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0080_alter_metatask_options_alter_metataskvalue_options_and_more'), + ] + + operations = [ + migrations.AlterField( + model_name='metatask', + name='name', + field=models.CharField(max_length=150, unique=True), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0082_remove_metacatmodel_meta_task_and_more.py b/v1/medcat-trainer/webapp/api/api/migrations/0082_remove_metacatmodel_meta_task_and_more.py new file mode 100644 index 000000000..df09c1936 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0082_remove_metacatmodel_meta_task_and_more.py @@ -0,0 +1,98 @@ +# Generated by Django 5.0.6 on 2024-08-28 10:56 + +import django.db.models.deletion +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0081_alter_metatask_name'), + ] + + operations = [ + migrations.RemoveField( + model_name='metacatmodel', + name='meta_task', + ), + migrations.AddField( + model_name='metaannotation', + name='predicted_meta_task_value', + field=models.ForeignKey(blank=True, help_text='meta annotation predicted by a MetaAnnotationModel', null=True, on_delete=django.db.models.deletion.CASCADE, related_name='predicted_value', to='api.metataskvalue'), + ), + migrations.AddField( + model_name='metatask', + name='prediction_model', + field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.metacatmodel'), + ), + migrations.AddField( + model_name='project', + name='meta_cat_predictions', + field=models.BooleanField(default=False, help_text='If MetaTasks are setup on the project and there are associated MetaCATModel instances, display these predictions in the interface to be validated / corrected'), + ), + migrations.AddField( + model_name='projectannotateentities', + name='model_pack', + field=models.ForeignKey(blank=True, default=None, help_text='A MedCAT model pack. This will raise an exception if both the CDB and Vocab and ModelPack fields are set', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.modelpack'), + ), + migrations.AddField( + model_name='projectgroup', + name='meta_cat_predictions', + field=models.BooleanField(default=False, help_text='If MetaTasks are setup on the project and there are associated MetaCATModel instances, display these predictions in the interface to be validated / corrected'), + ), + migrations.AddField( + model_name='projectgroup', + name='model_pack', + field=models.ForeignKey(blank=True, default=None, help_text='A MedCAT model pack. This will raise an exception if both the CDB and Vocab and ModelPack fields are set', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.modelpack'), + ), + migrations.AlterField( + model_name='metaannotation', + name='validated', + field=models.BooleanField(default=False, help_text='If an annotation is not '), + ), + migrations.AlterField( + model_name='metacatmodel', + name='meta_cat_dir', + field=models.FilePathField(allow_folders=True, editable=False, help_text='The zip or dir for a MetaCAT model, not editable, is set via a model pack .zip upload'), + ), + migrations.AlterField( + model_name='metacatmodel', + name='name', + field=models.CharField(help_text='The task name followed by the underlying model impl', max_length=100), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='concept_db', + field=models.ForeignKey(blank=True, help_text='The MedCAT CDB used to annotate / validate', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.conceptdb'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='tasks', + field=models.ManyToManyField(blank=True, default=None, help_text='The set of MetaAnnotation tasks configured for this project, this will default to the set of Tasks configured in a ModelPack if a model pack is used for the project', to='api.metatask'), + ), + migrations.AlterField( + model_name='projectannotateentities', + name='vocab', + field=models.ForeignKey(blank=True, help_text='The MedCAT Vocab used to annotate / validate', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.vocabulary'), + ), + migrations.AlterField( + model_name='projectgroup', + name='cdb_search_filter', + field=models.ManyToManyField(blank=True, help_text='The CDB that will be used for concept lookup. This specific CDB should have been "imported" via the CDB admin screen', related_name='project_group_concept_source', to='api.conceptdb'), + ), + migrations.AlterField( + model_name='projectgroup', + name='concept_db', + field=models.ForeignKey(blank=True, help_text='The MedCAT CDB used to annotate / validate', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.conceptdb'), + ), + migrations.AlterField( + model_name='projectgroup', + name='tasks', + field=models.ManyToManyField(blank=True, default=None, help_text='The set of MetaAnnotation tasks configured for this project, this will default to the set of Tasks configured in a ModelPack if a model pack is used for the project', to='api.metatask'), + ), + migrations.AlterField( + model_name='projectgroup', + name='vocab', + field=models.ForeignKey(blank=True, help_text='The MedCAT Vocab used to annotate / validate', null=True, on_delete=django.db.models.deletion.SET_NULL, to='api.vocabulary'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0083_project_prepared_documents_and_more.py b/v1/medcat-trainer/webapp/api/api/migrations/0083_project_prepared_documents_and_more.py new file mode 100644 index 000000000..289715e0e --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0083_project_prepared_documents_and_more.py @@ -0,0 +1,23 @@ +# Generated by Django 5.0.6 on 2024-08-29 11:25 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0082_remove_metacatmodel_meta_task_and_more'), + ] + + operations = [ + migrations.AddField( + model_name='project', + name='prepared_documents', + field=models.ManyToManyField(blank=True, default=None, help_text='Set automatically on each prep of a document', related_name='prepared_documents', to='api.document'), + ), + migrations.AlterField( + model_name='project', + name='validated_documents', + field=models.ManyToManyField(blank=True, default=None, help_text='Set automatically on each doc submission', to='api.document'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0084_conceptdb_create_time_conceptdb_last_modified_and_more.py b/v1/medcat-trainer/webapp/api/api/migrations/0084_conceptdb_create_time_conceptdb_last_modified_and_more.py new file mode 100644 index 000000000..1440d016b --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0084_conceptdb_create_time_conceptdb_last_modified_and_more.py @@ -0,0 +1,33 @@ +# Generated by Django 5.0.6 on 2024-09-20 15:21 + +import datetime +import django.db.models.deletion +from django.conf import settings +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0083_project_prepared_documents_and_more'), + migrations.swappable_dependency(settings.AUTH_USER_MODEL), + ] + + operations = [ + migrations.AddField( + model_name='conceptdb', + name='create_time', + field=models.DateTimeField(auto_now_add=True, default=datetime.datetime(2023, 1, 1, 0, 0)), + preserve_default=False, + ), + migrations.AddField( + model_name='conceptdb', + name='last_modified', + field=models.DateTimeField(auto_now=True), + ), + migrations.AddField( + model_name='conceptdb', + name='last_modified_by', + field=models.ForeignKey(default=None, null=True, on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0085_alter_conceptdb_name_alter_dataset_name_and_more.py b/v1/medcat-trainer/webapp/api/api/migrations/0085_alter_conceptdb_name_alter_dataset_name_and_more.py new file mode 100644 index 000000000..fc3cdb953 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0085_alter_conceptdb_name_alter_dataset_name_and_more.py @@ -0,0 +1,49 @@ +# Generated by Django 5.1.4 on 2025-01-29 23:30 + +import django.core.validators +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0084_conceptdb_create_time_conceptdb_last_modified_and_more'), + ] + + operations = [ + migrations.AlterField( + model_name='conceptdb', + name='name', + field=models.CharField(blank=True, default='', max_length=100, unique=True, validators=[django.core.validators.RegexValidator('^[0-9a-zA-Z_-]*$', 'Only alpahanumeric characters, -, _ are allowed for CDB names')]), + ), + migrations.AlterField( + model_name='dataset', + name='name', + field=models.CharField(max_length=150, unique=True), + ), + migrations.AlterField( + model_name='metacatmodel', + name='name', + field=models.CharField(help_text='The task name followed by the underlying model impl', max_length=100, unique=True), + ), + migrations.AlterField( + model_name='metataskvalue', + name='name', + field=models.CharField(max_length=150, unique=True), + ), + migrations.AlterField( + model_name='modelpack', + name='name', + field=models.TextField(unique=True), + ), + migrations.AlterField( + model_name='project', + name='name', + field=models.CharField(help_text='A name of the annotation project', max_length=150, unique=True), + ), + migrations.AlterField( + model_name='projectgroup', + name='name', + field=models.CharField(help_text='A name of the annotation project', max_length=150, unique=True), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0086_vocabulary_name.py b/v1/medcat-trainer/webapp/api/api/migrations/0086_vocabulary_name.py new file mode 100644 index 000000000..277c9b70e --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0086_vocabulary_name.py @@ -0,0 +1,18 @@ +# Generated by Django 5.1.4 on 2025-01-30 00:36 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0085_alter_conceptdb_name_alter_dataset_name_and_more'), + ] + + operations = [ + migrations.AddField( + model_name='vocabulary', + name='name', + field=models.CharField(blank=True, default='', max_length=100), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0087_modelpack_create_time_modelpack_last_modified_and_more.py b/v1/medcat-trainer/webapp/api/api/migrations/0087_modelpack_create_time_modelpack_last_modified_and_more.py new file mode 100644 index 000000000..465fda7e0 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0087_modelpack_create_time_modelpack_last_modified_and_more.py @@ -0,0 +1,55 @@ +# Generated by Django 5.1.4 on 2025-01-30 11:07 + +import django.core.validators +import django.db.models.deletion +import django.utils.timezone +from django.conf import settings +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0086_vocabulary_name'), + migrations.swappable_dependency(settings.AUTH_USER_MODEL), + ] + + operations = [ + migrations.AddField( + model_name='modelpack', + name='create_time', + field=models.DateTimeField(auto_now_add=True, default=django.utils.timezone.now), + preserve_default=False, + ), + migrations.AddField( + model_name='modelpack', + name='last_modified', + field=models.DateTimeField(auto_now=True), + ), + migrations.AddField( + model_name='modelpack', + name='last_modified_by', + field=models.ForeignKey(default=None, null=True, on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL), + ), + migrations.AddField( + model_name='vocabulary', + name='create_time', + field=models.DateTimeField(auto_now_add=True, default=django.utils.timezone.now), + preserve_default=False, + ), + migrations.AddField( + model_name='vocabulary', + name='last_modified', + field=models.DateTimeField(auto_now=True), + ), + migrations.AddField( + model_name='vocabulary', + name='last_modified_by', + field=models.ForeignKey(default=None, null=True, on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL), + ), + migrations.AlterField( + model_name='conceptdb', + name='name', + field=models.CharField(blank=True, default='', max_length=100, unique=True, validators=[django.core.validators.RegexValidator('^[a-zA-Z][a-zA-Z0-9_]*$', 'Only alpahanumeric characters, -, _ are allowed for CDB names')]), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0088_alter_conceptdb_name.py b/v1/medcat-trainer/webapp/api/api/migrations/0088_alter_conceptdb_name.py new file mode 100644 index 000000000..f7b9d6cdb --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0088_alter_conceptdb_name.py @@ -0,0 +1,19 @@ +# Generated by Django 5.1.4 on 2025-01-30 11:09 + +import django.core.validators +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0087_modelpack_create_time_modelpack_last_modified_and_more'), + ] + + operations = [ + migrations.AlterField( + model_name='conceptdb', + name='name', + field=models.CharField(blank=True, default='', max_length=100, unique=True, validators=[django.core.validators.RegexValidator('^[a-zA-Z][a-zA-Z0-9_]*$', 'a-z for first character required. Alpahanumeric and _ thereafter are allowed for CDB names')]), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/0089_projectannotateentities_deid_model_annotation_and_more.py b/v1/medcat-trainer/webapp/api/api/migrations/0089_projectannotateentities_deid_model_annotation_and_more.py new file mode 100644 index 000000000..f53166708 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/migrations/0089_projectannotateentities_deid_model_annotation_and_more.py @@ -0,0 +1,23 @@ +# Generated by Django 5.1.4 on 2025-02-06 15:02 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('api', '0088_alter_conceptdb_name'), + ] + + operations = [ + migrations.AddField( + model_name='projectannotateentities', + name='deid_model_annotation', + field=models.BooleanField(default=False, help_text='To indicate that this project is to collect De-ID Model annotations'), + ), + migrations.AddField( + model_name='projectgroup', + name='deid_model_annotation', + field=models.BooleanField(default=False, help_text='To indicate that this project is to collect De-ID Model annotations'), + ), + ] diff --git a/v1/medcat-trainer/webapp/api/api/migrations/__init__.py b/v1/medcat-trainer/webapp/api/api/migrations/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/v1/medcat-trainer/webapp/api/api/model_cache.py b/v1/medcat-trainer/webapp/api/api/model_cache.py new file mode 100644 index 000000000..b79a4ce0e --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/model_cache.py @@ -0,0 +1,157 @@ +import logging +import os +from typing import Dict + +import pkg_resources +from medcat.cat import CAT +from medcat.cdb import CDB +from medcat.vocab import Vocab + +from api.models import ConceptDB + +""" +Module level caches for CDBs, Vocabs and CAT instances. +""" +# Maps between IDs and objects +CDB_MAP = {} +VOCAB_MAP = {} +CAT_MAP = {} + +logger = logging.getLogger(__name__) + +try: + _MAX_MODELS_LOADED = int(os.getenv("MAX_MEDCAT_MODELS", 1)) +except ValueError: + _MAX_MODELS_LOADED = 1 + logger.warning("MAX_MEDCAT_MODELS is not an integer, using default value of 1") + + +def _clear_models(cdb_map: Dict[str, CDB]=CDB_MAP, + vocab_map: Dict[str, Vocab]=VOCAB_MAP, + cat_map: Dict[str, CAT]=CAT_MAP): + if len(cat_map) > _MAX_MODELS_LOADED: + (k := next(iter(cat_map)), cat_map.pop(k)) + if len(cdb_map) > _MAX_MODELS_LOADED: + (k := next(iter(cdb_map)), cdb_map.pop(k)) + if len(vocab_map) > _MAX_MODELS_LOADED: + (k := next(iter(vocab_map)), vocab_map.pop(k)) + + +def get_medcat_from_cdb_vocab(project, + cdb_map: Dict[str, CDB]=CDB_MAP, + vocab_map: Dict[str, Vocab]=VOCAB_MAP, + cat_map: Dict[str, CAT]=CAT_MAP) -> CAT: + cdb_id = project.concept_db.id + vocab_id = project.vocab.id + cat_id = str(cdb_id) + "-" + str(vocab_id) + if cat_id in cat_map: + cat = cat_map[cat_id] + else: + if cdb_id in cdb_map: + cdb = cdb_map[cdb_id] + else: + cdb_path = project.concept_db.cdb_file.path + try: + cdb = CDB.load(cdb_path) + except KeyError as ke: + mc_v = pkg_resources.get_distribution('medcat').version + if int(mc_v.split('.')[0]) > 0: + logger.error('Attempted to load MedCAT v0.x model with MCTrainer v1.x') + raise Exception('Attempted to load MedCAT v0.x model with MCTrainer v1.x', + 'Please re-configure this project to use a MedCAT v1.x CDB or consult the ' + 'MedCATTrainer Dev team if you believe this should work') from ke + raise + + custom_config = os.getenv("MEDCAT_CONFIG_FILE") + if custom_config is not None and os.path.exists(custom_config): + cdb.config.parse_config_file(path=custom_config) + else: + logger.info("No MEDCAT_CONFIG_FILE env var set to valid path, using default config available on CDB") + cdb_map[cdb_id] = cdb + + if vocab_id in vocab_map: + vocab = vocab_map[vocab_id] + else: + vocab_path = project.vocab.vocab_file.path + vocab = Vocab.load(vocab_path) + vocab_map[vocab_id] = vocab + cat = CAT(cdb=cdb, config=cdb.config, vocab=vocab) + cat_map[cat_id] = cat + _clear_models(cat_map=cat_map, cdb_map=cdb_map, vocab_map=vocab_map) + return cat + + +def get_medcat_from_model_pack(project, cat_map: Dict[str, CAT]=CAT_MAP) -> CAT: + model_pack_obj = project.model_pack + cat_id = 'mp' + str(model_pack_obj.id) + logger.info('Loading model pack from:%s', model_pack_obj.model_pack.path) + cat = CAT.load_model_pack(model_pack_obj.model_pack.path) + cat_map[cat_id] = cat + _clear_models(cat_map=cat_map) + return cat + + +def get_medcat(project, + cdb_map: Dict[str, CDB]=CDB_MAP, + vocab_map: Dict[str, Vocab]=VOCAB_MAP, + cat_map: Dict[str, CAT]=CAT_MAP): + try: + if project.model_pack is None: + cat = get_medcat_from_cdb_vocab(project, cdb_map, vocab_map, cat_map) + else: + cat = get_medcat_from_model_pack(project, cat_map) + return cat + except AttributeError: + raise Exception('Failure loading Project ConceptDB, Vocab or Model Pack. Are these set correctly?') + + +def get_cached_medcat(project, cat_map: Dict[str, CAT]=CAT_MAP): + if project.model_pack is not None: + cat_id = 'mp' + str(project.model_pack.id) + else: + cdb_id = project.concept_db.id + vocab_id = project.vocab.id + cat_id = str(cdb_id) + "-" + str(vocab_id) + return cat_map.get(cat_id) + + +def clear_cached_medcat(project, cat_map: Dict[str, CAT]=CAT_MAP): + if project.model_pack is not None: + model_pack_obj = project.model_pack + cat_id = 'mp' + str(model_pack_obj.id) + else: + cdb_id = project.concept_db.id + vocab_id = project.vocab.id + clear_cached_cdb(cdb_id) + clear_cached_vocab(vocab_id) + cat_id = str(cdb_id) + "-" + str(vocab_id) + if cat_id in cat_map: + del cat_map[cat_id] + + +def get_cached_cdb(cdb_id: str, cdb_map: Dict[str, CDB]=CDB_MAP) -> CDB: + if cdb_id not in cdb_map: + cdb_obj = ConceptDB.objects.get(id=cdb_id) + cdb = CDB.load(cdb_obj.cdb_file.path) + cdb_map[cdb_id] = cdb + return cdb_map[cdb_id] + + +def clear_cached_cdb(cdb_id, cdb_map: Dict[str, CDB]=CDB_MAP): + if cdb_id in cdb_map: + del cdb_map[cdb_id] + + +def clear_cached_vocab(vocab_id, vocab_map: Dict[str, Vocab]=VOCAB_MAP): + if vocab_id in vocab_map: + del vocab_map[vocab_id] + + +def is_model_loaded(project, + cdb_map: Dict[str, CDB]=CDB_MAP, + cat_map: Dict[str, CAT]=CAT_MAP): + if project.concept_db is None: + # model pack is used. + return False if not project.model_pack else f'mp{project.model_pack.id}' in cat_map + else: + return False if not project.concept_db else project.concept_db.id in cdb_map diff --git a/v1/medcat-trainer/webapp/api/api/models.py b/v1/medcat-trainer/webapp/api/api/models.py new file mode 100644 index 000000000..f29bc8b76 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/models.py @@ -0,0 +1,556 @@ +import logging +import os +import shutil +from zipfile import BadZipFile + +import pandas as pd +from django.conf import settings +from django.core.exceptions import ValidationError +from django.core.validators import RegexValidator +from django.db import models, transaction +from django.dispatch import receiver +from django.forms import forms, ModelForm +from medcat.cat import CAT +from medcat.cdb import CDB +from medcat.vocab import Vocab +from medcat.meta_cat import MetaCAT +from polymorphic.models import PolymorphicModel + +from core.settings import MEDIA_ROOT + +STATUS_CHOICES = [ + (0, 'Not Validated'), + (1, 'Validated'), + ] + +BOOL_CHOICES = [ + (0, 'False'), + (1, 'True') + ] + + +cdb_name_validator = RegexValidator(r'^[a-zA-Z][a-zA-Z0-9_]*$', 'a-z for first character required. Alpahanumeric and _ thereafter are allowed for CDB names') + +logger = logging.getLogger(__name__) + + +class ModelPack(models.Model): + name = models.TextField(help_text='', unique=True) + model_pack = models.FileField(help_text='Model pack zip') + concept_db = models.ForeignKey('ConceptDB', on_delete=models.CASCADE, blank=True, null=True) + vocab = models.ForeignKey('Vocabulary', on_delete=models.CASCADE, blank=True, null=True) + meta_cats = models.ManyToManyField('MetaCATModel', blank=True, default=None) + create_time = models.DateTimeField(auto_now_add=True) + last_modified = models.DateTimeField(auto_now=True) + last_modified_by = models.ForeignKey(settings.AUTH_USER_MODEL, on_delete=models.CASCADE, default=None, null=True) + + @transaction.atomic + def save(self, *args, **kwargs): + is_new = self._state.adding + if is_new: + super().save(*args, **kwargs) + + # Process the model pack + logger.info('Loading model pack: %s', self.model_pack) + model_pack_name = str(self.model_pack).replace(".zip", "") + try: + CAT.attempt_unpack(self.model_pack.path) + except BadZipFile as exc: + # potential for CRC-32 errors in Trainer process - ignore and still use + logger.warning(f'Possibly corrupt cdb.dat decompressing {self.model_pack}\nFull Exception: {exc}') + unpacked_model_pack_path = self.model_pack.path.replace('.zip', '') + # attempt to load cdb + try: + CAT.load_cdb(unpacked_model_pack_path) + concept_db = ConceptDB() + unpacked_file_name = self.model_pack.file.name.replace('.zip', '') + concept_db.cdb_file.name = os.path.join(unpacked_file_name, 'cdb.dat') + concept_db.name = f'{self.name}_CDB' + concept_db.save(skip_load=True) + self.concept_db = concept_db + except Exception as exc: + raise FileNotFoundError(f'Error loading the CDB from this model pack: {self.model_pack.path}') from exc + + # Load Vocab + vocab_path = os.path.join(unpacked_model_pack_path, "vocab.dat") + if os.path.exists(vocab_path): + Vocab.load(vocab_path) + vocab = Vocabulary() + vocab.vocab_file.name = vocab_path.replace(f'{MEDIA_ROOT}/', '') + vocab.save(skip_load=True) + self.vocab = vocab + else: + # DeID model packs do not have a vocab.dat file + logger.warn('Error loading the Vocab from this model pack - ' + f'if this is a DeID model pack, this is expected: {vocab_path}') + + # load MetaCATs + try: + metaCATmodels = [] + # should raise an error if there already is a MetaCAT model with this definition + for meta_cat_dir, meta_cat in CAT.load_meta_cats(unpacked_model_pack_path): + mc_model = MetaCATModel() + mc_model.meta_cat_dir = meta_cat_dir.replace(f'{MEDIA_ROOT}/', '') + mc_model.name = f'{meta_cat.config.general.category_name} - {meta_cat.config.model.model_name}' + mc_model.save(unpack_load_meta_cat_dir=False) + mc_model.get_or_create_meta_tasks_and_values(meta_cat) + metaCATmodels.append(mc_model) + self.meta_cats.set(metaCATmodels) # Use set() instead of add() for atomic operation + except Exception as exc: + raise MedCATLoadException(f'Failure loading MetaCAT models - {unpacked_model_pack_path}') from exc + + # Only save if this is an update (not a new instance) + if not is_new: + super().save(*args, **kwargs) + + def __str__(self): + return self.name + + +class ConceptDB(models.Model): + name = models.CharField(max_length=100, default='', blank=True, validators=[cdb_name_validator], unique=True) + cdb_file = models.FileField() + use_for_training = models.BooleanField(default=True) + create_time = models.DateTimeField(auto_now_add=True) + last_modified = models.DateTimeField(auto_now=True) + last_modified_by = models.ForeignKey(settings.AUTH_USER_MODEL, on_delete=models.CASCADE, default=None, null=True) + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + self.__cdb_field_name = None + + @classmethod + def from_db(cls, db, field_names, values): + inst = super().from_db(db, field_names, values) + inst.__cdb_field_name = [v for f, v in zip(field_names, values) if f == 'cdb_file'][0] + return inst + + def save(self, *args, skip_load=False, **kwargs): + if self.__cdb_field_name is not None and self.__cdb_field_name != self.cdb_file.name: + raise ValidationError('Cannot change file path of existing CDB.') + else: + super().save(*args, **kwargs) + # load the CDB, and raise if this fails - must be saved first so storage handler can rename path if name clashes + if not skip_load: + try: + CDB.load(self.cdb_file.path) + except Exception as exc: + raise MedCATLoadException(f'Failed to load Concept DB from {self.cdb_file}, ' + f'check if this CDB file successfully loads elsewhere') from exc + + + def __str__(self): + return self.name + + +class Vocabulary(models.Model): + name = models.CharField(max_length=100, default='', blank=True) + vocab_file = models.FileField() + create_time = models.DateTimeField(auto_now_add=True) + last_modified = models.DateTimeField(auto_now=True) + last_modified_by = models.ForeignKey(settings.AUTH_USER_MODEL, on_delete=models.CASCADE, default=None, null=True) + + def save(self, *args, skip_load=False, **kwargs): + super().save(*args, **kwargs) + + # load the Vocab, and raise if this fails + if not skip_load: + try: + Vocab.load(self.vocab_file.path) + except Exception as exc: + raise MedCATLoadException(f'Failed to load Vocab from {self.vocab_file}, ' + f'check if this Vocab file successfully loads elsewhere') from exc + + def __str__(self): + return str(self.vocab_file.name) + + +class MetaCATModel(models.Model): + name = models.CharField(max_length=100, help_text="The task name followed by the underlying model impl", unique=True) + meta_cat_dir = models.FilePathField(help_text='The zip or dir for a MetaCAT model, not editable, ' + 'is set via a model pack .zip upload', + allow_folders=True, editable=False) + + def get_or_create_meta_tasks_and_values(self, meta_cat: MetaCAT): + task = meta_cat.config.general.category_name + mt = MetaTask.objects.filter(name=task).first() + if not mt: + mt = MetaTask() + mt.name = task + mt.prediction_model = self + mt.save() + else: + mt.prediction_model = self + mt.save() + + mt_vs = [] + for meta_task_value in meta_cat.config.general.category_value2id.keys(): + mt_v = MetaTaskValue.objects.filter(name=meta_task_value).first() + if not mt_v: + mt_v = MetaTaskValue() + mt_v.name = meta_task_value + mt_v.save() + mt_vs.append(mt_v) + mt.values.set(mt_vs) + self.save() + + def save(self, *args, unpack_load_meta_cat_dir=False, **kwargs): + if unpack_load_meta_cat_dir: + try: + # load the meta cat model, raise if issues + model_files = os.path.join(MEDIA_ROOT, self.meta_cat_dir) + shutil.unpack_archive(self.meta_cat_dir, extract_dir=model_files) + MetaCAT.load(save_dir_path=model_files) + except Exception as exc: + raise MedCATLoadException(f'Failed to load MetaCAT from {self.meta_cat_dir}, ' + f'check if this MetaCAT dir successfully loads elsewhere') from exc + super().save(*args, **kwargs) + + def __str__(self): + return f'{self.name} - {str(self.meta_cat_dir)}' + + +class Dataset(models.Model): + name = models.CharField(max_length=150, unique=True) + original_file = models.FileField() + create_time = models.DateTimeField(auto_now_add=True) + description = models.TextField(default="", blank=True) + + def __str__(self): + return str(self.name) + + +class DatasetForm(ModelForm): + def clean(self): + original_file = self.cleaned_data['original_file'] + if '.csv' in original_file.name: + df = pd.read_csv(original_file.file, on_bad_lines='error') + elif '.xlsx' in original_file.name: + df = pd.read_excel(original_file.file) + else: + raise forms.ValidationError({'original_file': 'Must be either .csv or .xlsx'}) + if 'name' not in df.columns or 'text' not in df.columns: + raise forms.ValidationError({'original_file': 'Must contain at least a "name" and "text" column'}) + + +class Document(models.Model): + name = models.CharField(max_length=150) + create_time = models.DateTimeField(auto_now_add=True) + last_modified = models.DateTimeField(auto_now=True) + text = models.TextField(default="", blank=True) + dataset = models.ForeignKey('Dataset', on_delete=models.CASCADE) + + class Meta: + ordering = ['id'] + + def __str__(self): + return f'{self.name} | {self.dataset.name} | {self.dataset.id}' + + +class ProjectFields(models.Model): + class Meta: + abstract = True + + PROJECT_STATUSES = [ + ("A", "Annotating"), + ("D", "Discontinued (Fail)"), + ("C", "Complete"), + ] + + name = models.CharField(max_length=150, help_text='A name of the annotation project', unique=True) + description = models.TextField(default="", blank=True, help_text='A short description of the annotations to be ' + 'collected and why') + dataset = models.ForeignKey('Dataset', on_delete=models.CASCADE, help_text='The dataset to be annotated.') + annotation_guideline_link = models.TextField(default="", blank=True, + help_text="link to an external document (i.e. GoogleDoc, MS Sharepoint)" + "outlining a guide for annotators to follow for this project," + "an example is available here: https://docs.google.com/document/d/1xxelBOYbyVzJ7vLlztP2q1Kw9F5Vr1pRwblgrXPS7QM/edit?usp=sharing") + create_time = models.DateTimeField(auto_now_add=True) + last_modified = models.DateTimeField(auto_now=True) + cuis = models.TextField(default=None, blank=True, help_text='A list of comma seperated concept unique identifiers (CUIs) to be annotated') + cuis_file = models.FileField(null=True, blank=True, + help_text='A file containing a JSON formatted list of CUI code strings, ' + 'i.e. ["1234567","7654321"]') + annotation_classification = models.BooleanField(default=False, help_text="If these annotations are suitable " + "for training a general purpose model. If" + " in doubt uncheck this.") + meta_cat_predictions = models.BooleanField(default=False, help_text="If MetaTasks are setup on the project and " + "there are associated MetaCATModel instances, " + "display these predictions in the interface to " + "be validated / corrected") + project_locked = models.BooleanField(default=False, help_text="Locked indicates annotation collection is complete and this dataset should " + "not be touched any further.") + project_status = models.CharField(max_length=1, choices=PROJECT_STATUSES, default="A", + help_text="The status of the annotation collection exercise") + + +class Project(PolymorphicModel, ProjectFields): + members = models.ManyToManyField(settings.AUTH_USER_MODEL, + help_text='The list users that have access to this annotation project') + group = models.ForeignKey('ProjectGroup', on_delete=models.SET_NULL, blank=True, null=True, + help_text='The annotation project group that this project is part of') + validated_documents = models.ManyToManyField(Document, default=None, blank=True, + help_text='Set automatically on each doc submission') + prepared_documents = models.ManyToManyField(Document, default=None, blank=True, + help_text='Set automatically on each prep of a document', + related_name='prepared_documents') + + def __str__(self): + return str(self.name) + + +class Entity(models.Model): + label = models.CharField(max_length=300, unique=True) + + def __str__(self): + return str(self.label) + + +class Relation(models.Model): + label = models.CharField(max_length=300, unique=True) + + class Meta: + ordering = ['id'] + + def __str__(self): + return str(self.label) + + +class EntityRelation(models.Model): + user = models.ForeignKey(settings.AUTH_USER_MODEL, on_delete=models.CASCADE) + project = models.ForeignKey('Project', on_delete=models.CASCADE) + document = models.ForeignKey('Document', on_delete=models.CASCADE, related_name='entity_relation_document') + relation = models.ForeignKey('Relation', on_delete=models.CASCADE) + start_entity = models.ForeignKey('AnnotatedEntity', related_name='start_entity', on_delete=models.CASCADE) + end_entity = models.ForeignKey('AnnotatedEntity', related_name='end_entity', on_delete=models.CASCADE) + validated = models.BooleanField(default=False) + create_time = models.DateTimeField(auto_now_add=True) + last_modified = models.DateTimeField(auto_now=True) + + class Meta: + ordering = ['id'] + + def save(self, *args, **kwargs): + super().save(*args, **kwargs) + self.project.last_modified = self.last_modified + self.project.save() + + def __str__(self): + return f'{self.start_entity} - {self.relation} - {self.end_entity}' + + +class AnnotatedEntity(models.Model): + user = models.ForeignKey(settings.AUTH_USER_MODEL, on_delete=models.CASCADE) + project = models.ForeignKey('Project', on_delete=models.CASCADE) + document = models.ForeignKey('Document', on_delete=models.CASCADE, related_name='annotated_entity') + entity = models.ForeignKey('Entity', on_delete=models.CASCADE) + value = models.CharField(max_length=1000) + start_ind = models.IntegerField() + end_ind = models.IntegerField() + acc = models.FloatField() + comment = models.TextField(null=True, blank=True) + validated = models.BooleanField(default=False) + correct = models.BooleanField(default=False) + alternative = models.BooleanField(default=False) + manually_created = models.BooleanField(default=False) + deleted = models.BooleanField(default=False) + killed = models.BooleanField(default=False) + irrelevant = models.BooleanField(default=False) + create_time = models.DateTimeField(auto_now_add=True) + last_modified = models.DateTimeField(auto_now=True) + + class Meta: + ordering = ['id'] + + def save(self, *args, **kwargs): + super().save(*args, **kwargs) + self.project.last_modified = self.last_modified + self.project.save() + + def __str__(self): + return str(self.entity) + + +class MetaTaskValue(models.Model): + name = models.CharField(max_length=150, unique=True) + ordering = models.PositiveSmallIntegerField(help_text="the order in which the meta task value will appear in " + "the Trainer Annotation project screen", default=0) + + class Meta: + ordering = ['ordering', 'name'] + + def __str__(self): + return str(self.name) + + +class MetaTask(models.Model): + name = models.CharField(max_length=150, unique=True) + values = models.ManyToManyField(MetaTaskValue, related_name='values') + default = models.ForeignKey('MetaTaskValue', null=True, blank=True, on_delete=models.SET_NULL) + description = models.TextField(default="", blank=True) + ordering = models.PositiveSmallIntegerField(help_text="the order in which the meta task will appear in " + "the Trainer Annotation project screen", default=0) + prediction_model = models.ForeignKey('MetaCATModel', null=True, blank=True, on_delete=models.SET_NULL) + + class Meta: + ordering = ['ordering', 'name'] + + def __str__(self): + return str(self.name) + + +class ProjectAnnotateEntitiesFields(models.Model): + """ + Abstract class for all model fields for ProjectAnnotateEntities models. + """ + class Meta: + abstract = True + + concept_db = models.ForeignKey('ConceptDB', on_delete=models.SET_NULL, blank=True, null=True, + help_text='The MedCAT CDB used to annotate / validate') + vocab = models.ForeignKey('Vocabulary', on_delete=models.SET_NULL, blank=True, null=True, + help_text='The MedCAT Vocab used to annotate / validate') + model_pack = models.ForeignKey('ModelPack', on_delete=models.SET_NULL, help_text="A MedCAT model pack. This will raise an exception if " + "both the CDB and Vocab and ModelPack fields are set", + default=None, null=True, blank=True) + cdb_search_filter = models.ManyToManyField('ConceptDB', blank=True, default=None, + help_text='The CDB that will be used for concept lookup. ' + 'This specific CDB should have been "imported" ' + 'via the CDB admin screen', + related_name='concept_source') + require_entity_validation = models.BooleanField(default=True, + help_text='Entities appear grey and are required to be validated ' + 'before submission') + train_model_on_submit = models.BooleanField(default=True, help_text='Active learning - configured CDB is trained ' + 'on each submit') + add_new_entities = models.BooleanField(default=False, + help_text='Allow the creation of new terms to be added to the CDB') + restrict_concept_lookup = models.BooleanField(default=False, + help_text='Users can only search for concept terms from the ' + 'list configured for the project, i.e. either from ' + 'the cuis or cuis_file lists. Checking this when both' + 'cuis and cuis_file are empty does nothing. If "add new ' + 'entities" is available & added, and cuis or cuis_file' + 'is non-empty the new CUI will be added.') + terminate_available = models.BooleanField(default=True, + help_text='Enable the option to terminate concepts.') + irrelevant_available = models.BooleanField(default=False, + help_text='Enable the option to add the irrelevant button.') + deid_model_annotation = models.BooleanField(default=False, + help_text='To indicate that this project is to collect De-ID Model annotations') + enable_entity_annotation_comments = models.BooleanField(default=False, + help_text="Enable to allow annotators to leave comments" + " for each annotation") + tasks = models.ManyToManyField('MetaTask', blank=True, default=None, + help_text='The set of MetaAnnotation tasks configured for this project, ' + 'this will default to the set of Tasks configured in a ModelPack ' + 'if a model pack is used for the project') + relations = models.ManyToManyField('Relation', blank=True, default=None, + help_text='Relations that will be available for this project') + + def save(self, *args, **kwargs): + if self.model_pack is None and (self.concept_db is None or self.vocab is None): + raise ValidationError('Must set at least the ModelPack or a Concept Database and Vocab Pair') + if self.model_pack and (self.concept_db is not None or self.vocab is not None): + raise ValidationError('Cannot set model pack and ConceptDB or a Vocab. You must use one or the other.') + if self.deid_model_annotation and self.model_pack is None: + raise ValidationError('Must set a DeID ModelPack for De-ID Model Annotation, cannot only set a cdb / vocab pair as' + ' not be a DeId model') + super().save(*args, **kwargs) + + +class ProjectAnnotateEntities(Project, ProjectAnnotateEntitiesFields): + """ + Class for any single ProjectAnnotateEntities model fields that should not be inherited by ProjectGroup + In practise its unlikely further fields are needed. + """ + pass + + +class ProjectGroup(ProjectFields, ProjectAnnotateEntitiesFields): + administrators = models.ManyToManyField(settings.AUTH_USER_MODEL, + help_text="The set of users that will have visibility of all " + "projects in this project group", related_name='administrators') + annotators = models.ManyToManyField(settings.AUTH_USER_MODEL, + help_text="The set of users that will each be provided an annotation project", + related_name='annotators') + cdb_search_filter = models.ManyToManyField('ConceptDB', blank=True, + help_text='The CDB that will be used for concept lookup. ' + 'This specific CDB should have been "imported" ' + 'via the CDB admin screen', + related_name='project_group_concept_source') + create_associated_projects = models.BooleanField(default=True, + help_text='This only functions on new Project Group entries. ' + ' If creating a new Project Group and this is checked, ' + 'it will create a ProjectAnnotateEntities for each' + ' annotator. If unchecked it will not create associated' + ' ProjectAnnotateEntities instead, leaving the admin to ' + ' manually configure groups of projects.') + + def __str__(self): + return self.name + + +class MetaAnnotation(models.Model): + annotated_entity = models.ForeignKey('AnnotatedEntity', on_delete=models.CASCADE) + meta_task = models.ForeignKey('MetaTask', on_delete=models.CASCADE) + meta_task_value = models.ForeignKey('MetaTaskValue', on_delete=models.CASCADE) + acc = models.FloatField(default=1) + predicted_meta_task_value = models.ForeignKey('MetaTaskValue', on_delete=models.CASCADE, + help_text='meta annotation predicted by a MetaAnnotationModel', + null=True, blank=True, related_name="predicted_value") + validated = models.BooleanField(help_text='If an annotation is not ', default=False) + last_modified = models.DateTimeField(auto_now=True) + + def save(self, *args, **kwargs): + super().save(*args, **kwargs) + self.annotated_entity.last_modified = self.last_modified + self.annotated_entity.save() + + def __str__(self): + return str(self.annotated_entity) + + +class ExportedProject(models.Model): + trainer_export_file = models.FileField(help_text='Previously exported MedCATtrainer .json file') + + def __str__(self): + return self.trainer_export_file.name + + +class ProjectMetrics(models.Model): + report_name_generated = models.TextField(help_text='report name that links this metrics report to a previously ' + 'ran bg task') + report_name = models.TextField(help_text='A user specified report name that should be more user friendly than ' + 'the generated one') + report = models.FileField(help_text='the outputted metrics for configured') + projects = models.ManyToManyField('ProjectAnnotateEntities', blank=True) + + def __str__(self): + return f'generated report name: {self.report_name}, user specified report name:f{self.report_name}' + + +@receiver(models.signals.post_delete, sender=ConceptDB) +def auto_delete_cdb_file_on_delete(sender, instance, **kwargs): + _remove_file(instance, 'cdb_file') + + +@receiver(models.signals.post_delete, sender=Vocabulary) +def auto_delete_vocab_file_on_delete(sender, instance, **kwargs): + _remove_file(instance, 'vocab_file') + + +@receiver(models.signals.post_delete, sender=Dataset) +def auto_delete_dataset_file_on_delete(sender, instance, **kwargs): + _remove_file(instance, 'original_file') + + +def _remove_file(instance, prop): + if getattr(instance, prop): + if os.path.isfile(getattr(instance, prop).path): + os.remove(getattr(instance, prop).path) + + +class MedCATLoadException(Exception): + def __init__(self, message): + super().__init__(message) diff --git a/v1/medcat-trainer/webapp/api/api/permissions.py b/v1/medcat-trainer/webapp/api/api/permissions.py new file mode 100644 index 000000000..e8995c01f --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/permissions.py @@ -0,0 +1,11 @@ +from rest_framework import permissions + +class IsReadOnly(permissions.BasePermission): + """ + Object-level permission to only allow read-only operations. + """ + + def has_permission(self, request, view): + # Read permissions are allowed to any request, + # so we'll always allow GET, HEAD or OPTIONS requests. + return request.method in permissions.SAFE_METHODS diff --git a/v1/medcat-trainer/webapp/api/api/serializers.py b/v1/medcat-trainer/webapp/api/api/serializers.py new file mode 100644 index 000000000..89ff70fea --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/serializers.py @@ -0,0 +1,133 @@ +import json +import logging + +from django.contrib.auth.models import User +from rest_framework.fields import FileField +from rest_framework.serializers import Serializer + +from .models import * +from rest_framework import serializers + + +logger = logging.getLogger(__name__) + +class UserSerializer(serializers.HyperlinkedModelSerializer): + class Meta: + model = User + fields = ['url', 'username', 'email', 'id', 'is_staff', 'is_superuser'] + + +class EntitySerializer(serializers.ModelSerializer): + class Meta: + model = Entity + fields = '__all__' + + +class RelationSerializer(serializers.ModelSerializer): + class Meta: + model = Relation + fields = '__all__' + + +class EntityRelationSerializer(serializers.ModelSerializer): + class Meta: + model = EntityRelation + fields = '__all__' + + +class ModelPackSerializer(serializers.ModelSerializer): + class Meta: + model = ModelPack + fields = '__all__' + + +class MetaCATModelSerializer(serializers.ModelSerializer): + class Meta: + model = MetaCATModel + fields = '__all__' + + +class ConceptDBSerializer(serializers.ModelSerializer): + class Meta: + model = ConceptDB + fields = '__all__' + + +class VocabularySerializer(serializers.ModelSerializer): + class Meta: + model = Vocabulary + fields = '__all__' + + +class DatasetSerializer(serializers.ModelSerializer): + class Meta: + model = Dataset + fields = '__all__' + + +class ProjectAnnotateEntitiesSerializer(serializers.ModelSerializer): + cuis_file = serializers.FileField(write_only=True, required=False) + + class Meta: + model = ProjectAnnotateEntities + fields = '__all__' + + def to_representation(self, instance): + data = super(ProjectAnnotateEntitiesSerializer, self).to_representation(instance) + try: + cuis_from_file = json.load(open(instance.cuis_file.path)) if instance.cuis_file else [] + except FileNotFoundError: + logger.warning('cuis file %s cannot be found. Project: %s will fail to load. File ' + 'needs to be cleared and re-uploaded to load project', instance.cuis_file, + instance.name) + cuis_from_file = [] + cui_list = [s.strip() for s in data['cuis'].split(',')] + cuis_from_file if len(data['cuis']) > 0 else cuis_from_file + data['cuis'] = ','.join(cui_list) + return data + + +class ProjectGroupSerializer(serializers.ModelSerializer): + class Meta: + model = ProjectGroup + fields = '__all__' + + def to_representation(self, instance): + # enrich with other fields? last_modified etc.? + data = super(ProjectGroupSerializer, self).to_representation(instance) + projects = ProjectAnnotateEntities.objects.filter(group=instance) + if len(projects) > 0: + projects = sorted(projects, key=lambda p: p.last_modified, reverse=True) + data['last_modified'] = projects[0].last_modified + else: + data['last_modified'] = None + return data + + +class DocumentSerializer(serializers.ModelSerializer): + class Meta: + model = Document + fields = '__all__' + + +class AnnotatedEntitySerializer(serializers.ModelSerializer): + class Meta: + model = AnnotatedEntity + fields = '__all__' + + +class MetaAnnotationSerializer(serializers.ModelSerializer): + class Meta: + model = MetaAnnotation + fields = '__all__' + + +class MetaTaskSerializer(serializers.ModelSerializer): + class Meta: + model = MetaTask + fields = '__all__' + + +class MetaTaskValueSerializer(serializers.ModelSerializer): + class Meta: + model = MetaTaskValue + fields = '__all__' diff --git a/v1/medcat-trainer/webapp/api/api/signals.py b/v1/medcat-trainer/webapp/api/api/signals.py new file mode 100644 index 000000000..112b1fa58 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/signals.py @@ -0,0 +1,85 @@ +import json +import logging +import os +import shutil + +from django.core.exceptions import ObjectDoesNotExist, ValidationError +from django.db.models.fields.files import FileField +from django.db.models.signals import post_save, post_delete, pre_save, m2m_changed, pre_delete +from django.dispatch import receiver + +from api.data_utils import dataset_from_file, delete_orphan_docs, upload_projects_export +from api.models import Dataset, ExportedProject, ModelPack, ProjectFields, ProjectAnnotateEntitiesFields, MetaTask, \ + ProjectAnnotateEntities +from core.settings import MEDIA_ROOT + + +logger = logging.getLogger(__name__) + + +@receiver(post_save, sender=Dataset) +def save_dataset(sender, instance, **kwargs): + dataset_from_file(instance) + + +@receiver(pre_save, sender=Dataset) +def pre_save_dataset(sender, instance, **kwargs): + if instance.id: + delete_orphan_docs(instance) + remove_dataset_file(sender, instance, **kwargs) + + +@receiver(post_delete, sender=Dataset) +def remove_dataset_file(sender, instance, **kwargs): + """ + Removes corresponding file from Dataset.original_file FileField. + """ + if instance.original_file: + if os.path.isfile(instance.original_file.path): + os.remove(instance.original_file.path) + + +@receiver(post_save, sender=ExportedProject) +def save_exported_projects(sender, instance, **kwargs): + if not instance.trainer_export_file.path.endswith('.json'): + raise Exception("Please make sure the file is a .json file") + upload_projects_export(json.load(open(instance.trainer_export_file.path))) + + +@receiver(pre_delete, sender=ModelPack) +def remove_model_pack_meta_cat_models(sender, instance, **kwargs): + if len(instance.meta_cats.all()) > 0: + for m_c in instance.meta_cats.all(): + m_c.delete(using=None, keep_parents=False) + + +@receiver(post_delete, sender=ModelPack) +def remove_model_pack_assets(sender, instance, **kwargs): + try: + if instance.concept_db: + instance.concept_db.delete(using=None, keep_parents=False) + except ObjectDoesNotExist: + pass # if a ConceptDB of a model pack is removed, this will cascade ModelPack removal. + try: + if instance.vocab: + instance.vocab.delete(using=None, keep_parents=False) + except ObjectDoesNotExist: + pass # if a vocab of a model pack is removed, this will cascade ModelPack removal. + + try: + # rm the model pack unzipped dir & model pack zip + shutil.rmtree(instance.model_pack.path.replace(".zip", "")) + os.remove(instance.model_pack.path) + except FileNotFoundError: + logger.warning("Failure removing Model pack dir or zip. Not found. Likely already deleted") + + +def project_tasks_changed(sender, instance, action, **kwargs): + # post_remove or post_add actions, overwrite to model_pack supplied MetaCAT tasks. + if (action.startswith('post') and type(instance) is ProjectAnnotateEntitiesFields and + instance.model_pack is not None): + instance.tasks.set([MetaTask.objects.filter(prediction_model_id=meta_cat.id).first() for meta_cat in + instance.model_pack.meta_cats.all()]) + + +m2m_changed.connect(project_tasks_changed, sender=ProjectAnnotateEntitiesFields.tasks.through) diff --git a/v1/medcat-trainer/webapp/api/api/solr_utils.py b/v1/medcat-trainer/webapp/api/api/solr_utils.py new file mode 100644 index 000000000..65c5183dc --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/solr_utils.py @@ -0,0 +1,214 @@ +import json +import logging +import re +from typing import List, Dict + +import requests +from django.http import HttpResponseServerError +from medcat.cdb import CDB +from rest_framework.response import Response + +from api.models import ConceptDB +from core.settings import SOLR_HOST, SOLR_PORT + +SOLR_INDEX_SCHEMA = {} + +logger = logging.getLogger(__name__) + + +def _cache_solr_collection_schema_types(collection): + url = f'http://{SOLR_HOST}:{SOLR_PORT}/solr/{collection}/schema' + logger.info(f'Retrieving solr schema: {url}') + try: + resp = json.loads(requests.get(url).text) + cui_type = [n for n in resp['schema']['fields'] if n['name'] == 'cui'][0]['type'] + # just store cui type for the time being + SOLR_INDEX_SCHEMA[collection] = {'cui': cui_type} + except ConnectionError as e: + logger.error(f'Error connecting to solr search service to retrieve schema for collection: {collection}') + raise e + + +def collections_available(cdbs: List[int]): + url = f'http://{SOLR_HOST}:{SOLR_PORT}/solr/admin/collections?action=LIST' + resp = requests.get(url) + if resp.status_code == 200: + collections = json.loads(resp.text)['collections'] + # cache schema field types + for col in collections: + _cache_solr_collection_schema_types(col) + current_collections_cdb_ids = [c.split('_id_')[-1] for c in collections] + if len(cdbs): + return Response({'results': {cdb_id: cdb_id in current_collections_cdb_ids for cdb_id in cdbs}}) + else: + return Response({'results': {cdb_id: {'imported': False, 'index_name': col} + for cdb_id, col in zip(current_collections_cdb_ids, collections)}}) + else: + return HttpResponseServerError('Error requesting solr concept search collection list') + + +def _process_result_repsonse(resp: Dict): + uniq_results_map = {} + docs = [d for d in resp['response']['docs']] + for d in docs: + if d['cui'][0] not in uniq_results_map: + parsed_doc = { + 'cui': str(d['cui'][0]), + 'pretty_name': d['pretty_name'][0], + 'type_ids': d.get('type_ids', []), + 'synonyms': d['synonyms'] + } + uniq_results_map[d['cui'][0]] = parsed_doc + return uniq_results_map + + +def search_collection(cdbs: List[int], raw_query: str): + query = raw_query.strip().replace(r'\s+', r'\s').split(' ') + if len(query) == 1 and query[0] == '': + return Response({'results': []}) + res = [] + if len(cdbs) > 0: + uniq_results_map = {} + for cdb in cdbs: + cdb_model = ConceptDB.objects.get(id=cdb) + collection_name = f'{cdb_model.name}_id_{cdb_model.id}' + if collection_name not in SOLR_INDEX_SCHEMA: + _cache_solr_collection_schema_types(collection_name) + try: + query_num = int(query[0]) + query_str = f'cui:{query_num}' + except ValueError: + # cannot be a cui if multi-word, OR single word, not a numeric cui + query_str = f'name:"{" ".join(query)}"^2 synonyms:"{" ".join(query)}"' + if len(query) == 1 and SOLR_INDEX_SCHEMA[collection_name]['cui'] != 'plongs': + # single word, alphanumeric cui type. + query_str = f'cui:{query[0]} ' + query_str + + solr_url = f'http://{SOLR_HOST}:{SOLR_PORT}/solr/{collection_name}/select?q.op=OR&q={query_str}&rows=15' + logger.info(f'Searching solr collection: {solr_url}') + resp = json.loads(requests.get(solr_url).text) + + if 'error' in resp: + return HttpResponseServerError(f'Concept Search Index {collection_name} not available, ' + f'import concept DB first before trying to search it.') + elif len(resp['response']['docs']) == 0: + # try with wildcards at the end of the entire query, rather than each token + fallback_query = f'name:{" ".join(query)}* synonyms:{" ".join(query)}*' + solr_url = f'http://{SOLR_HOST}:{SOLR_PORT}/solr/{collection_name}/select?q.op=OR&q={fallback_query}&rows=15' + logger.info(f'Searching solr collection with fall back query at url: {solr_url}') + resp = json.loads(requests.get(solr_url).text) + uniq_results_map.update(_process_result_repsonse(resp)) + else: + uniq_results_map.update(_process_result_repsonse(resp)) + + res = sorted(uniq_results_map.values(), key=lambda r: len(r['pretty_name'])) + return Response({'results': res}) + + +def import_all_concepts(cdb: CDB, cdb_model: ConceptDB): + collection_name = f'{cdb_model.name}_id_{cdb_model.id}' + base_url = f'http://{SOLR_HOST}:{SOLR_PORT}/solr' + + # check if solr collections already exists. + url = f'{base_url}/admin/collections?action=LIST' + resp = requests.get(url) + if resp.status_code != 200: + logger.error("Error connecting to Solr to retrieve current collection list") + raise Exception("Error connecting to Solr to retrieve current collection list") + + collections = json.loads(resp.text)['collections'] + if collection_name in collections: + # delete collection + url = f'{base_url}/admin/collections?action=DELETE&name={collection_name}' + requests.get(url) + + # create solr collections. + url = f'{base_url}/admin/collections?action=CREATE&name={collection_name}&numShards=1' + resp = requests.get(url) + if resp.status_code != 200: + _solr_error_response(resp, 'Failure creating collection') + + cui2name_iter = iter(cdb.cui2names.items()) + + payload = [] + try: + while True: + for i in range(5000): + cui, name = next(cui2name_iter) + concept_dct = _concept_dct(cui, cdb) + payload.append(concept_dct) + _upload_payload(f'{base_url}/{collection_name}/update', payload, collection_name) + payload = [] + except StopIteration: + # upload last update + _upload_payload(f'{base_url}/{collection_name}/update', payload, collection_name, commit=True) + + # get final collection size + logger.info(f'Successfully uploaded {cdb_model.name} cuis / names to solr collection {collection_name}') + + resp = requests.get(f'{base_url}/{collection_name}/select?q=*:*&rows=0') + logger.info(f'{json.loads(resp.text)["response"]["numFound"]} Concepts now searchable') + + +def drop_collection(cdb_model: ConceptDB): + collection_name = f'{cdb_model.name}_id_{cdb_model.id}' + base_url = f'http://{SOLR_HOST}:{SOLR_PORT}/solr' + url = f'{base_url}/admin/collections?action=DELETE&name={collection_name}' + resp = requests.get(url) + if resp.status_code == 200: + logger.info(f'Successfullly dropped concept collection:{collection_name}') + else: + logger.warning(f'Error dropping concept collection {collection_name}, error: {resp.text}') + + +def ensure_concept_searchable(cui, cdb: CDB, cdb_model: ConceptDB): + """ + Adds a single cui and associated metadata is available in the assocaited solr search index. + Args: + cui: concept unique identifier of the concept to make searchable + cdb: the MedCAT CDB where the cui can be found + cdb_model: the associated Django model instance for the CDB. + """ + collection = f'{cdb_model.name}_id_{cdb_model.id}' + base_url = f'http://{SOLR_HOST}:{SOLR_PORT}/solr' + url = f'{base_url}/admin/collections?action=LIST' + resp = requests.get(url) + if resp.status_code == 200: + collections = json.loads(resp.text)['collections'] + data = [_concept_dct(cui, cdb)] + if collection in collections: + _upload_payload(f'{base_url}/{collection}/update', data, collection, commit=True) + + +def _upload_payload(update_url, data, collection, commit=False): + update_url = f'{update_url}?commit=true' if commit else update_url + logger.info(f'Uploading {len(data)} to solr collection {collection}') + resp = requests.post(update_url, json=data) + if resp.status_code == 200: + logger.info(f'Successfully uploaded {len(data)} concepts to solr collection {collection}') + elif resp.status_code != 200: + _solr_error_response(resp, f'error updating {collection}') + + +def _concept_dct(cui: str, cdb: CDB): + synonyms = list(cdb.addl_info.get('cui2original_names', {}).get(cui, set())) + concept_dct = { + 'cui': str(cui), + 'pretty_name': cdb.get_name(cui), + 'name': re.sub(r'\([\w+\s]+\)', '', cdb.get_name(cui)).strip(), + 'type_ids': list(cdb.cui2type_ids[cui]), + 'desc': cdb.addl_info.get('cui2description', {}).get(cui, ''), + 'synonyms': synonyms if len(synonyms) > 0 else [cdb.get_name(cui)] + } + return concept_dct + + +def _solr_error_response(resp, error_msg): + try: + error = json.loads(resp.text)['error'] + except Exception as e: + logger.error(f'{error_msg}: unknown error') + raise e + error_msg = f'{error_msg}: solr error: {error}' + logger.error(error_msg) + raise Exception(error_msg) diff --git a/v1/medcat-trainer/webapp/api/api/tests.py b/v1/medcat-trainer/webapp/api/api/tests.py new file mode 100644 index 000000000..7ce503c2d --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/tests.py @@ -0,0 +1,3 @@ +from django.test import TestCase + +# Create your tests here. diff --git a/v1/medcat-trainer/webapp/api/api/urls.py b/v1/medcat-trainer/webapp/api/api/urls.py new file mode 100644 index 000000000..3d2c02829 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/urls.py @@ -0,0 +1,5 @@ +from django.contrib import admin +from django.urls import path +from .views import * + +urlpatterns = [] diff --git a/v1/medcat-trainer/webapp/api/api/utils.py b/v1/medcat-trainer/webapp/api/api/utils.py new file mode 100644 index 000000000..8d4d64ad0 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/utils.py @@ -0,0 +1,293 @@ +import json +import logging +import os +from typing import List + +from background_task import background +from django.contrib.auth.models import User +from django.db import transaction +from django.db.models.signals import post_save +from django.dispatch import receiver +from medcat.cat import CAT +from medcat.utils.filters import check_filters +from medcat.utils.helpers import tkns_from_doc +from medcat.utils.ner.deid import DeIdModel + +from .model_cache import get_medcat +from .models import Entity, AnnotatedEntity, ProjectAnnotateEntities, \ + MetaAnnotation, MetaTask, Document + +logger = logging.getLogger('trainer') + + +def remove_annotations(document, project, partial=False): + try: + if partial: + # Removes only the ones that are not validated + AnnotatedEntity.objects.filter(project=project, + document=document, + validated=False).delete() + logger.debug(f"Unvalidated Annotations removed for:{document.id}") + else: + # Removes everything + AnnotatedEntity.objects.filter(project=project, document=document).delete() + logger.debug(f"All Annotations removed for:{document.id}") + except Exception as e: + logger.debug(f"Something went wrong: {e}") + + +def add_annotations(spacy_doc, user, project, document, existing_annotations, cat): + spacy_doc._.ents.sort(key=lambda x: len(x.text), reverse=True) + + tkns_in = [] + ents = [] + existing_annos_intervals = [(ann.start_ind, ann.end_ind) for ann in existing_annotations] + # all MetaTasks and associated values + # that can be produced are expected to have available models + try: + metatask2obj = {task_name: MetaTask.objects.get(name=task_name) + for task_name in spacy_doc._.ents[0]._.meta_anns.keys()} + metataskvals2obj = {task_name: {v.name: v for v in MetaTask.objects.get(name=task_name).values.all()} + for task_name in spacy_doc._.ents[0]._.meta_anns.keys()} + except (AttributeError, IndexError): + # IndexError: ignore if there are no annotations in this doc + # AttributeError: ignore meta_anns that are not present - i.e. non model pack preds + # or model pack preds with no meta_anns + metatask2obj = {} + metataskvals2obj = {} + pass + + def check_ents(ent): + return any((ea[0] < ent.start_char < ea[1]) or + (ea[0] < ent.end_char < ea[1]) for ea in existing_annos_intervals) + + for ent in spacy_doc._.ents: + if not check_ents(ent) and check_filters(ent._.cui, cat.config.linking['filters']): + to_add = True + for tkn in ent: + if tkn in tkns_in: + to_add = False + if to_add: + for tkn in ent: + tkns_in.append(tkn) + ents.append(ent) + + logger.debug('Found %s annotations to store', len(ents)) + for ent in ents: + logger.debug('Processing annotation ent %s of %s', ents.index(ent), len(ents)) + label = ent._.cui + + if not Entity.objects.filter(label=label).exists(): + # Create the entity + entity = Entity() + entity.label = label + entity.save() + else: + entity = Entity.objects.get(label=label) + + ann_ent = AnnotatedEntity.objects.filter(project=project, + document=document, + start_ind=ent.start_char, + end_ind=ent.end_char).first() + if ann_ent is None: + # If this entity doesn't exist already + ann_ent = AnnotatedEntity() + ann_ent.user = user + ann_ent.project = project + ann_ent.document = document + ann_ent.entity = entity + ann_ent.value = ent.text + ann_ent.start_ind = ent.start_char + ann_ent.end_ind = ent.end_char + ann_ent.acc = ent._.context_similarity + + MIN_ACC = cat.config.linking.get('similarity_threshold_trainer', 0.2) + if ent._.context_similarity < MIN_ACC: + ann_ent.deleted = True + ann_ent.validated = True + + ann_ent.save() + + # check the ent._.meta_anns if it exists + if hasattr(ent._, 'meta_anns') and len(metatask2obj) > 0 and len(metataskvals2obj) > 0: + logger.debug('Found %s meta annos on ent', len(ent._.meta_anns.items())) + for meta_ann_task, pred in ent._.meta_anns.items(): + meta_anno_obj = MetaAnnotation() + meta_anno_obj.predicted_meta_task_value = metataskvals2obj[meta_ann_task][pred['value']] + meta_anno_obj.meta_task = metatask2obj[meta_ann_task] + meta_anno_obj.annotated_entity = ann_ent + meta_anno_obj.meta_task_value = metataskvals2obj[meta_ann_task][pred['value']] + meta_anno_obj.acc = pred['confidence'] + meta_anno_obj.save() + logger.debug('Successfully saved %s', meta_anno_obj) + + + +def get_create_cdb_infos(cdb, concept, cui, cui_info_prop, code_prop, desc_prop, model_clazz): + codes = [c[code_prop] for c in cdb.cui2info.get(cui, {}).get(cui_info_prop, []) if code_prop in c] + existing_codes = model_clazz.objects.filter(code__in=codes) + codes_to_create = set(codes) - set([c.code for c in existing_codes]) + for code in codes_to_create: + new_code = model_clazz() + new_code.code = code + descs = [c[desc_prop] for c in cdb.cui2info[cui][cui_info_prop] + if c[code_prop] == code] + if len(descs) > 0: + new_code.desc = [c[desc_prop] for c in cdb.cui2info[cui][cui_info_prop] + if c[code_prop] == code][0] + new_code.cdb = concept.cdb + new_code.save() + return model_clazz.objects.filter(code__in=codes) + + +def _remove_overlap(project, document, start, end): + anns = AnnotatedEntity.objects.filter(project=project, document=document) + + for ann in anns: + if (start <= ann.start_ind <= end) or (start <= ann.end_ind <= end): + logger.debug("Removed %s ", str(ann)) + ann.delete() + + +def create_annotation(source_val: str, selection_occurrence_index: int, cui: str, user: User, + project: ProjectAnnotateEntities, document, cat: CAT): + text = document.text + id = None + + all_occurrences_start_idxs = [] + idx = 0 + while idx != -1: + idx = text.find(source_val, idx) + if idx != -1: + all_occurrences_start_idxs.append(idx) + idx += len(source_val) + + start = all_occurrences_start_idxs[selection_occurrence_index] + + if start is not None and len(source_val) > 0 and len(cui) > 0: + # Remove overlaps + end = start + len(source_val) + _remove_overlap(project, document, start, end) + + cnt = Entity.objects.filter(label=cui).count() + if cnt == 0: + # Create the entity + entity = Entity() + entity.label = cui + entity.save() + else: + entity = Entity.objects.get(label=cui) + + ann_ent = AnnotatedEntity() + ann_ent.user = user + ann_ent.project = project + ann_ent.document = document + ann_ent.entity = entity + ann_ent.value = source_val + ann_ent.start_ind = start + ann_ent.end_ind = end + ann_ent.acc = 1 + ann_ent.validated = True + ann_ent.manually_created = True + ann_ent.correct = True + ann_ent.save() + id = ann_ent.id + + return id + + +def train_medcat(cat, project, document): + # Get all annotations + anns = AnnotatedEntity.objects.filter(project=project, document=document, validated=True, killed=False) + text = document.text + spacy_doc = cat(text) + + if len(anns) > 0 and text is not None and len(text) > 5: + for ann in anns: + cui = ann.entity.label + # Indices for this annotation + spacy_entity = tkns_from_doc(spacy_doc=spacy_doc, start=ann.start_ind, end=ann.end_ind) + # This will add the concept if it doesn't exist and if it + #does just link the new name to the concept, if the namee is + #already linked then it will just train. + manually_created = False + if ann.manually_created or ann.alternative: + manually_created = True + + cat.add_and_train_concept(cui=cui, + name=ann.value, + spacy_doc=spacy_doc, + spacy_entity=spacy_entity, + negative=ann.deleted, + devalue_others=manually_created) + + # Completely remove concept names that the user killed + killed_anns = AnnotatedEntity.objects.filter(project=project, document=document, killed=True) + for ann in killed_anns: + cui = ann.entity.label + name = ann.value + cat.unlink_concept_name(cui=cui, name=name) + + # Add irrelevant cuis to cui_exclude + irrelevant_anns = AnnotatedEntity.objects.filter(project=project, document=document, irrelevant=True) + for ann in irrelevant_anns: + cui = ann.entity.label + if 'cuis_exclude' not in cat.config.linking['filters']: + cat.config.linking['filters']['cuis_exclude'] = set() + cat.config.linking['filters'].get('cuis_exclude').update([cui]) + + +@background(schedule=1, queue='doc_prep') +def prep_docs(project_id: List[int], doc_ids: List[int], user_id: int): + user = User.objects.get(id=user_id) + project = ProjectAnnotateEntities.objects.get(id=project_id) + docs = Document.objects.filter(id__in=doc_ids) + + logger.info('Loading CAT object in bg process for project: %s', project.id) + cat = get_medcat(project=project) + + # Set CAT filters + cat.config.linking['filters']['cuis'] = project.cuis + + for doc in docs: + logger.info(f'Running MedCAT model for project {project.id}:{project.name} over doc: {doc.id}') + if not project.deid_model_annotation: + spacy_doc = cat(doc.text) + else: + deid = DeIdModel(cat) + spacy_doc = deid(doc.text) + anns = AnnotatedEntity.objects.filter(document=doc).filter(project=project) + with transaction.atomic(): + add_annotations(spacy_doc=spacy_doc, + user=user, + project=project, + document=doc, + cat=cat, + existing_annotations=anns) + # add doc to prepared_documents + project.prepared_documents.add(doc) + project.save() + logger.info('Prepared all docs for project: %s, docs processed: %s', + project.id, project.prepared_documents) + + +@receiver(post_save, sender=ProjectAnnotateEntities) +def save_project_anno(sender, instance, **kwargs): + if instance.cuis_file: + post_save.disconnect(save_project_anno, sender=ProjectAnnotateEntities) + cuis_from_file = json.load(open(instance.cuis_file.path)) + cui_list = [c.strip() for c in instance.cuis.split(',')] + instance.cuis = ','.join(set(cui_list) - set(cuis_from_file)) + instance.save() + post_save.connect(save_project_anno, sender=ProjectAnnotateEntities) + + + +def env_str_to_bool(var: str, default: bool): + val = os.environ.get(var, default) + if isinstance(val, str): + if val.lower() in ('1', 'true', 't', 'y'): + return True + elif val.lower() in ('0', 'false', 'f', 'n'): + return False + return val diff --git a/v1/medcat-trainer/webapp/api/api/views.py b/v1/medcat-trainer/webapp/api/api/views.py new file mode 100644 index 000000000..a9c35ff7c --- /dev/null +++ b/v1/medcat-trainer/webapp/api/api/views.py @@ -0,0 +1,945 @@ +import traceback +from smtplib import SMTPException +from tempfile import NamedTemporaryFile + +from background_task.models import Task, CompletedTask +from django.contrib.auth.views import PasswordResetView +from django.core.exceptions import ObjectDoesNotExist +from django.db import transaction +from django.http import HttpResponseBadRequest, HttpResponseServerError, HttpResponse +from django.shortcuts import render +from django.utils import timezone +from django_filters import rest_framework as drf +from medcat.utils.helpers import tkns_from_doc +from rest_framework import viewsets +from rest_framework.decorators import api_view +from rest_framework.response import Response +from medcat.utils.ner.deid import DeIdModel + +from .admin import download_projects_with_text, download_projects_without_text, \ + import_concepts_from_cdb +from .data_utils import upload_projects_export +from .medcat_utils import ch2pt_from_pt2ch, get_all_ch, dedupe_preserve_order, snomed_ct_concept_path +from .metrics import calculate_metrics +from .model_cache import get_medcat, get_cached_cdb, VOCAB_MAP, clear_cached_medcat, CAT_MAP, CDB_MAP, is_model_loaded +from .permissions import * +from .serializers import * +from .solr_utils import collections_available, search_collection, ensure_concept_searchable +from .utils import add_annotations, remove_annotations, train_medcat, create_annotation, prep_docs + +# For local testing, put envs +""" +from environs import Env +env = Env() +env.read_env("/home/ubuntu/projects/MedAnno/MedAnno/env_umls", recurse=False) +print(os.environ) +""" + +logger = logging.getLogger(__name__) + + +# Get the basic version of MedCAT +cat = None + +def index(request): + return render(request, 'index.html') + + +class TextInFilter(drf.BaseInFilter, drf.CharFilter): + pass +class NumInFilter(drf.BaseInFilter, drf.NumberFilter): + pass + + +class UserViewSet(viewsets.ModelViewSet): + """ + API endpoint that allows users to be viewed or edited. + """ + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'post', 'put'] + queryset = User.objects.all().order_by('-date_joined') + serializer_class = UserSerializer + + filterset_fields = ['username'] + + +class ProjectAnnotateEntitiesViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'post', 'put'] + queryset = ProjectAnnotateEntities.objects.all() + serializer_class = ProjectAnnotateEntitiesSerializer + filterset_fields = ['members', 'dataset', 'id', 'project_status', 'annotation_classification'] + + def get_queryset(self): + user = self.request.user + if user.is_superuser: + projects = ProjectAnnotateEntities.objects.all() + else: + projects = ProjectAnnotateEntities.objects.filter(members=user.id) + + return projects + + +class ProjectGroupFilter(drf.FilterSet): + id__in = NumInFilter(field_name='id', lookup_expr='in') + + class Meta: + model = ProjectGroup + fields = ['id', 'name', 'description'] + +class ProjectGroupViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + queryset = ProjectGroup.objects.all() + serializer_class = ProjectGroupSerializer + filterset_fields = ['id'] + filterset_class = ProjectGroupFilter + + +class AnnotatedEntityFilter(drf.FilterSet): + id__in = NumInFilter(field_name='id', lookup_expr='in') + + class Meta: + model = AnnotatedEntity + fields = ['id', 'user', 'project', 'document', 'entity', 'validated', + 'deleted'] + + +class AnnotatedEntityViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + queryset = AnnotatedEntity.objects.all() + serializer_class = AnnotatedEntitySerializer + filterset_class = AnnotatedEntityFilter + + +class MetaTaskValueViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'head', 'post', 'put'] + queryset = MetaTaskValue.objects.all() + serializer_class = MetaTaskValueSerializer + + +class MetaTaskViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'head', 'post', 'put'] + queryset = MetaTask.objects.all() + serializer_class = MetaTaskSerializer + + +class MetaAnnotationViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'head', 'post', 'put', 'delete'] + queryset = MetaAnnotation.objects.all() + serializer_class = MetaAnnotationSerializer + filterset_fields = ['id', 'annotated_entity', 'validated'] + + +class DocumentViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + queryset = Document.objects.all() + serializer_class = DocumentSerializer + filterset_fields = ['dataset'] + + +class EntityViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'post', 'head'] + queryset = Entity.objects.all() + serializer_class = EntitySerializer + + +class RelationFilter(drf.FilterSet): + id__in = NumInFilter(field_name='id', lookup_expr='in') + + class Meta: + model = Relation + fields = ['label'] + + +class RelationViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'post', 'head'] + queryset = Relation.objects.all() + serializer_class = RelationSerializer + filterset_class = RelationFilter + + +class EntityRelationViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'post', 'put', 'head', 'delete'] + queryset = EntityRelation.objects.all() + serializer_class = EntityRelationSerializer + filterset_fields = ['project', 'document'] + + +class ConceptDBViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'post', 'head', 'delete'] + queryset = ConceptDB.objects.all() + serializer_class = ConceptDBSerializer + + def perform_create(self, serializer): + serializer.save(last_modified_by=self.request.user) + + +class VocabularyViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'post', 'head', 'delete'] + queryset = Vocabulary.objects.all() + serializer_class = VocabularySerializer + + +class ModelPackViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'post', 'head', 'delete'] + queryset = ModelPack.objects.all() + serializer_class = ModelPackSerializer + + +class DatasetViewSet(viewsets.ModelViewSet): + permission_classes = [permissions.IsAuthenticated] + http_method_names = ['get', 'post'] + queryset = Dataset.objects.all() + serializer_class = DatasetSerializer + + +class ResetPasswordView(PasswordResetView): + email_template_name = 'password_reset_email.html' + subject_template_name = 'password_reset_subject.txt' + def post(self, request, *args, **kwargs): + try: + return super().post(request, *args, **kwargs) + except SMTPException: + return HttpResponseServerError('''SMTP settings are not configured correctly.
+ Please visit https://medcattrainer.readthedocs.io for more information to resolve this.
+ You can also ask a question at: https://discourse.cogstack.org/c/medcat/5''') + +class ResetPasswordView(PasswordResetView): + email_template_name = 'password_reset_email.html' + subject_template_name = 'password_reset_subject.txt' + def post(self, request, *args, **kwargs): + try: + return super().post(request, *args, **kwargs) + except SMTPException: + return HttpResponseServerError('''SMTP settings are not configured correctly.
+ Please visit https://medcattrainer.readthedocs.io for more information to resolve this.
+ You can also ask a question at: https://discourse.cogstack.org/c/medcat/5''') + + +@api_view(http_method_names=['GET']) +def get_anno_tool_conf(_): + return Response({k: v for k, v in os.environ.items()}) + + +@api_view(http_method_names=['POST']) +def prepare_documents(request): + # Get the user + user = request.user + # Get doc ids + d_ids = request.data['document_ids'] + + # Get project id + p_id = request.data['project_id'] + project = ProjectAnnotateEntities.objects.get(id=p_id) + + # Is the entity creation forced + force = request.data.get('force', 0) + + # Should we update + update = request.data.get('update', 0) + + cuis = set() + if project.cuis is not None and project.cuis: + cuis = set([str(cui).strip() for cui in project.cuis.split(",")]) + if project.cuis_file is not None and project.cuis_file: + # Add cuis from json file if it exists + try: + cuis.update(json.load(open(project.cuis_file.path))) + except FileNotFoundError: + return Response({'message': 'Missing CUI filter file', + 'description': 'Missing CUI filter file, %s, cannot be found on the filesystem, ' + 'but is still set on the project. To fix remove and reset the ' + 'cui filter file' % project.cuis_file}, status=500) + try: + for d_id in d_ids: + document = Document.objects.get(id=d_id) + if force: + # Remove all annotations if creation is forced + remove_annotations(document, project, partial=False) + elif update: + # Remove annotations that are not verified if creation is update + remove_annotations(document, project, partial=True) + + # Get annotated entities + anns = AnnotatedEntity.objects.filter(document=document).filter(project=project) + + is_validated = document in project.validated_documents.all() + + with transaction.atomic(): + # If the document is not already annotated, annotate it + if (len(anns) == 0 and not is_validated) or update: + # Based on the project id get the right medcat + cat = get_medcat(project=project) + logger.info('loaded medcat model for project: %s', project.id) + + # Set CAT filters + cat.config.linking['filters']['cuis'] = cuis + + if not project.deid_model_annotation: + spacy_doc = cat(document.text) + else: + deid = DeIdModel(cat) + spacy_doc = deid(document.text) + + spacy_doc = cat(document.text) + + add_annotations(spacy_doc=spacy_doc, + user=user, + project=project, + document=document, + cat=cat, + existing_annotations=anns) + + # add doc to prepared_documents + project.prepared_documents.add(document) + project.save() + + except Exception as e: + stack = traceback.format_exc() + return Response({'message': e.args[0] if len(e.args) > 0 else 'Internal Server Error', + 'description': e.args[1] if len(e.args) > 1 else '', + 'stacktrace': stack}, status=500) + return Response({'message': 'Documents prepared successfully'}) + + +@api_view(http_method_names=['POST']) +def prepare_documents_bg(request): + user = request.user + # Get project id + p_id = request.data['project_id'] + project = ProjectAnnotateEntities.objects.get(id=p_id) + docs = Document.objects.filter(dataset=project.dataset) + + # Get docs that have no AnnotatedEntities + d_ids = [d.id for d in docs if len(AnnotatedEntity.objects.filter(document=d).filter(project=project)) == 0 or + d in project.validated_documents.all()] + + # execute model infer in bg + job = prep_docs(p_id, d_ids, user.id) + return Response({'bg_job_id': job.id}) + + +@api_view(http_method_names=['GET']) +def prepare_docs_bg_tasks(_): + running_doc_prep_tasks = Task.objects.filter(queue='doc_prep') + completed_doc_prep_tasks = CompletedTask.objects.filter(queue='doc_prep') + + def transform_task_params(task_params_str): + task_params = json.loads(task_params_str)[0] + return { + 'project': task_params[0], + 'user_id': task_params[2] + } + running_tasks = [transform_task_params(task.task_params) for task in running_doc_prep_tasks] + complete_tasks = [transform_task_params(task.task_params) for task in completed_doc_prep_tasks] + return Response({'running_tasks': running_tasks, 'comp_tasks': complete_tasks}) + + +@api_view(http_method_names=['GET', 'DELETE']) +def prepare_docs_bg_task(request, proj_id): + if request.method == 'GET': + # state of bg running process as determined by prepared docs + try: + proj = ProjectAnnotateEntities.objects.get(id=proj_id) + prepd_docs_count = proj.prepared_documents.count() + ds_total_count = Document.objects.filter(dataset=ProjectAnnotateEntities.objects.get(id=proj_id).dataset.id).count() + return Response({'proj_id': proj_id, 'dataset_len': ds_total_count, 'prepd_docs_len': prepd_docs_count}) + except ObjectDoesNotExist: + return HttpResponseBadRequest('No Project found for ID: %s', proj_id) + else: + running_doc_prep_tasks = {json.loads(task.task_params)[0][0]: task.id + for task in Task.objects.filter(queue='doc_prep')} + if proj_id in running_doc_prep_tasks: + Task.objects.filter(id=running_doc_prep_tasks[proj_id]).delete() + return Response("Successfully stopped running response") + else: + return HttpResponseBadRequest('Could not find running BG Process to stop') + +@api_view(http_method_names=['POST']) +def add_annotation(request): + # Get project id + p_id = request.data['project_id'] + d_id = request.data['document_id'] + source_val = request.data['source_value'] + sel_occur_idx = int(request.data['selection_occur_idx']) + cui = str(request.data['cui']) + + logger.debug("Annotation being added") + logger.debug(str(request.data)) + + # Get project and the right version of cat + user = request.user + project = ProjectAnnotateEntities.objects.get(id=p_id) + document = Document.objects.get(id=d_id) + + cat = get_medcat(project=project) + id = create_annotation(source_val=source_val, + selection_occurrence_index=sel_occur_idx, + cui=cui, + user=user, + project=project, + document=document, + cat=cat) + logger.debug('Annotation added.') + return Response({'message': 'Annotation added successfully', 'id': id}) + + +@api_view(http_method_names=['POST']) +def add_concept(request): + p_id = request.data['project_id'] + d_id = request.data['document_id'] + source_val = request.data['source_value'] + sel_occur_idx = int(request.data['selection_occur_idx']) + name = request.data['name'] + cui = request.data['cui'] + context = request.data['context'] + # TODO These aren't used, but no API in current MedCAT add_name func + # Add these fields to the add_name func of MedCAT add_name + desc = request.data['desc'] + type_ids = request.data['type_ids'] + s_type = request.data['type'] + synonyms = request.data['synonyms'] + + user = request.user + project = ProjectAnnotateEntities.objects.get(id=p_id) + document = Document.objects.get(id=d_id) + cat = get_medcat(project=project) + + if cui in cat.cdb.cui2names: + err_msg = f'Cannot add a concept "{name}" with cui:{cui}. CUI already linked to {cat.cdb.cui2names[cui]}' + logger.error(err_msg) + return Response({'err': err_msg}, 400) + + spacy_doc = cat(document.text) + spacy_entity = None + if source_val in spacy_doc.text: + start = spacy_doc.text.index(source_val) + end = start + len(source_val) + spacy_entity = tkns_from_doc(spacy_doc=spacy_doc, start=start, end=end) + + cat.add_and_train_concept(cui=cui, name=name, name_status='P', spacy_doc=spacy_doc, spacy_entity=spacy_entity) + + id = create_annotation(source_val=source_val, + selection_occurrence_index=sel_occur_idx, + cui=cui, + user=user, + project=project, + document=document, + cat=cat) + + # ensure new concept detail is available in SOLR search service + ensure_concept_searchable(cui, cat.cdb, project.concept_db) + + # add to project cuis if required. + if (project.cuis or project.cuis_file) and project.restrict_concept_lookup: + project.cuis = ','.join(project.cuis.split(',') + [cui]) + project.save() + + return Response({'message': 'Concept and Annotation added successfully', 'id': id}) + + +@api_view(http_method_names=['POST']) +def import_cdb_concepts(request): + user = request.user + if not user.is_superuser: + return HttpResponseBadRequest('User is not super user, and not allowed to download project outputs') + cdb_id = request.data.get('cdb_id') + if cdb_id is None or len(ConceptDB.objects.filter(id=cdb_id)) == 0: + return HttpResponseBadRequest(f'No CDB found for cdb_id{cdb_id}') + import_concepts_from_cdb(cdb_id) + return Response({'message': 'submitted cdb import job.'}) + + +def _submit_document(project: ProjectAnnotateEntities, document: Document): + if project.train_model_on_submit: + try: + cat = get_medcat(project=project) + train_medcat(cat, project, document) + except Exception as e: + if project.vocab.id: + if len(VOCAB_MAP[project.vocab.id].unigram_table) == 0: + return Exception('Vocab is missing the unigram table. On the vocab instance ' + 'use vocab.make_unigram_table() to build') + else: + raise e + + # Add cuis to filter if they did not exist + cuis = [] + + if project.cuis_file is not None and project.cuis_file: + cuis = cuis + json.load(open(project.cuis_file.path)) + if project.cuis is not None and project.cuis: + cuis = cuis + [str(cui).strip() for cui in project.cuis.split(",")] + + cuis = set(cuis) + if len(cuis) > 0: # only append to project cuis filter if there is a filter to begin with. + anns = AnnotatedEntity.objects.filter(project=project, document=document, validated=True) + extra_doc_cuis = [ann.entity.label for ann in anns if ann.validated and (ann.correct or ann.alternative) and + ann.entity.label not in cuis] + if extra_doc_cuis: + project.cuis += ',' + ','.join(extra_doc_cuis) + project.save() + + +@api_view(http_method_names=['POST']) +def submit_document(request): + # Get project id + p_id = request.data['project_id'] + d_id = request.data['document_id'] + + # Get project and the right version of cat + project = ProjectAnnotateEntities.objects.get(id=p_id) + document = Document.objects.get(id=d_id) + + try: + _submit_document(project, document) + except Exception as e: + HttpResponseServerError(e.message) + + return Response({'message': 'Document submited successfully'}) + + +@api_view(http_method_names=['POST']) +def save_models(request): + # Get project id + p_id = request.data['project_id'] + project = ProjectAnnotateEntities.objects.get(id=p_id) + cat = get_medcat(project=project) + + cat.cdb.save(project.concept_db.cdb_file.path) + + return Response({'message': 'Models saved'}) + + +@api_view(http_method_names=['POST']) +def get_create_entity(request): + label = request.data['label'] + cnt = Entity.objects.filter(label=label).count() + id = 0 + if cnt == 0: + ent = Entity() + ent.label = label + ent.save() + id = ent.id + else: + ent = Entity.objects.get(label=label) + id = ent.id + + return Response({'entity_id': id}) + + +@api_view(http_method_names=['POST']) +def create_dataset(request): + """ + Upload a dataset and kick off document creation for each Doc. The dataset should be dict of form: + { + 'name': ['name1', 'name2', 'name3', ... ], + 'text': ['text1...', 'text2...', 'text3...', ... ] + } + Args: + request: the HTTP request + Response: + An HTTP resonse with the id of the created dataset + """ + filename = f'{request.data["dataset_name"]}.csv' + logger.debug(request.data['dataset']) + ds = Dataset() + ds.name = request.data['dataset_name'] + ds.description = request.data.get('description', 'n/a') + with NamedTemporaryFile(mode='r+') as f: + pd.DataFrame(request.data['dataset']).to_csv(f, index=False) + ds.original_file.save(filename, f) + logger.debug(f'Saved new dataset:{ds.original_file.path}') + id = ds.id + return Response({'dataset_id': id}) + + +@api_view(http_method_names=['GET', 'POST']) +def update_meta_annotation(request): + project_id = request.data['project_id'] + entity_id = request.data['entity_id'] + document_id = request.data['document_id'] + meta_task_id = request.data['meta_task_id'] + meta_task_value = request.data['meta_task_value'] + + annotation = AnnotatedEntity.objects.filter(project= project_id, entity=entity_id, document=document_id)[0] + annotation.correct = True + annotation.validated = True + logger.debug(annotation) + + annotation.save() + + meta_task = MetaTask.objects.filter(id = meta_task_id)[0] + meta_task_value = MetaTaskValue.objects.filter(id = meta_task_value)[0] + + meta_annotation_list = MetaAnnotation.objects.filter(annotated_entity = annotation) + + logger.debug(meta_annotation_list) + + if len(meta_annotation_list) > 0: + meta_annotation = meta_annotation_list[0] + + meta_annotation.meta_task = meta_task + meta_annotation.meta_task_value = meta_task_value + + else: + meta_annotation = MetaAnnotation() + meta_annotation.annotated_entity = annotation + meta_annotation.meta_task = meta_task + meta_annotation.meta_task_value = meta_task_value + + logger.debug(meta_annotation) + meta_annotation.save() + + return Response({'meta_annotation': 'added meta annotation'}) + + +@api_view(http_method_names=['POST']) +def annotate_text(request): + p_id = request.data['project_id'] + message = request.data['message'] + cuis = request.data['cuis'] + if message is None or p_id is None: + return HttpResponseBadRequest('No message to annotate') + + project = ProjectAnnotateEntities.objects.get(id=p_id) + + cat = get_medcat(project=project) + cat.config.linking['filters']['cuis'] = set(cuis) + spacy_doc = cat(message) + + ents = [] + anno_tkns = [] + for ent in spacy_doc._.ents: + cnt = Entity.objects.filter(label=ent._.cui).count() + inc_ent = all(tkn not in anno_tkns for tkn in ent) + if inc_ent and cnt != 0: + anno_tkns.extend([tkn for tkn in ent]) + entity = Entity.objects.get(label=ent._.cui) + ents.append({ + 'entity': entity.id, + 'value': ent.text, + 'start_ind': ent.start_char, + 'end_ind': ent.end_char, + 'acc': ent._.context_similarity + }) + + ents.sort(key=lambda e: e['start_ind']) + out = {'message': message, 'entities': ents} + return Response(out) + + +@api_view(http_method_names=['GET']) +def download_annos(request): + user = request.user + if not user.is_superuser: + return HttpResponseBadRequest('User is not super user, and not allowed to download project outputs') + + p_ids = str(request.GET['project_ids']).split(',') + with_text_flag = request.GET.get('with_text', False) + + if p_ids is None or len(p_ids) == 0: + return HttpResponseBadRequest('No projects to download annotations') + + projects = ProjectAnnotateEntities.objects.filter(id__in=p_ids) + + with_doc_name = request.GET.get('with_doc_name', False) + out = download_projects_with_text(projects) if with_text_flag else \ + download_projects_without_text(projects, with_doc_name) + return out + + +@api_view(http_method_names=['GET']) +def behind_reverse_proxy(_): + return Response(bool(int(os.environ.get('BEHIND_RP', False)))) + + +@api_view(http_method_names=['GET']) +def version(_): + return Response(os.environ.get('MCT_VERSION', ':latest')) + + +@api_view(http_method_names=['GET']) +def concept_search_index_available(request): + cdb_ids = request.GET.get('cdbs', '').split(',') + cdb_ids = [c for c in cdb_ids if len(c)] + try: + return collections_available(cdb_ids) + except Exception as e: + return HttpResponseServerError("Solr Search Service not available check the service is up, running " + "and configured correctly. %s", e) + + +@api_view(http_method_names=['GET']) +def search_solr(request): + query = request.GET.get('search') + cdbs = request.GET.get('cdbs').split(',') + return search_collection(cdbs, query) + + +@api_view(http_method_names=['POST']) +def upload_deployment(request): + deployment_upload = request.data + upload_projects_export(deployment_upload) + # logger.info(f'Errors encountered during previous deployment upload\n{errs}') + return Response("successfully uploaded", 200) + + +@api_view(http_method_names=['GET', 'DELETE']) +def cache_model(request, project_id): + try: + project = ProjectAnnotateEntities.objects.get(id=project_id) + is_loaded = is_model_loaded(project) + if request.method == 'GET': + if not is_loaded: + get_medcat(project) + return Response('success', 200) + elif request.method == 'DELETE': + if is_loaded: + clear_cached_medcat(project) + return Response('success', 200) + else: + return Response(f'Invalid method', 404) + except ProjectAnnotateEntities.DoesNotExist: + return Response(f'Project with id:{project_id} does not exist', 404) + except Exception as e: + return Response({'message': f'{str(e)}'}, 500) + + + +@api_view(http_method_names=['GET']) +def model_loaded(_): + models_loaded = {} + for p in ProjectAnnotateEntities.objects.all(): + models_loaded[p.id] = is_model_loaded(p) + + return Response({'model_states': models_loaded}) + + +@api_view(http_method_names=['GET', 'POST']) +def metrics_jobs(request): + dt_fmt = '%Y-%m-%d %H:%M:%S' + if request.method == 'GET': + running_metrics_tasks_qs = Task.objects.filter(queue='metrics') + completed_metrics_tasks = CompletedTask.objects.filter(queue='metrics') + + def serialize_task(task, state): + return { + 'report_id': task.id, + 'report_name_generated': task.verbose_name, + 'projects': task.verbose_name.split('-')[1].split('_'), + 'created_user': task.creator.username, + 'create_time': task.run_at.strftime(dt_fmt), + 'status': state + } + running_reports = [serialize_task(t, 'running') for t in running_metrics_tasks_qs] + for r, t in zip(running_reports, running_metrics_tasks_qs): + if t.locked_by is None and t.locked_by_pid_running() is None: + r['status'] = 'pending' + + comp_reports = [serialize_task(t, 'complete') for t in completed_metrics_tasks] + for comp_task, comp_rep in zip(completed_metrics_tasks, comp_reports): + pm_obj = ProjectMetrics.objects.filter(report_name_generated=comp_task.verbose_name).first() + if pm_obj is not None and pm_obj.report_name is not None: + comp_rep['report_name'] = pm_obj.report_name + reports = running_reports + comp_reports + return Response({'reports': reports}) + elif request.method == 'POST': + now = timezone.now() + user = request.user + p_ids = request.data.get('projectIds').split(',') + projects = ProjectAnnotateEntities.objects.filter(id__in=p_ids) + + # provide warning of inconsistent models used or for models that are not loaded. + p_cdbs = set(p.concept_db for p in projects) + if len(p_cdbs) > 1: + logger.warning('Inconsistent CDBs used in the generation of metrics - should use the same CDB for ' + f'consistent results - found {[cdb.name for cdb in p_cdbs]} - metrics will only use the first' + f' CDB {projects[0].concept_db.name}') + + report_name = f'metrics-{"_".join(p_ids)}-{now.strftime(dt_fmt)}' + submitted_job = calculate_metrics([p.id for p in projects], + verbose_name=report_name, + creator=user, + report_name=report_name) + return Response({'metrics_job_id': submitted_job.id, 'metrics_job_name': report_name}) + + +@api_view(http_method_names=['DELETE']) +def remove_metrics_job(request, report_id: int): + running_metrics_tasks_qs = {t.id: t for t in Task.objects.filter(queue='metrics')} + completed_metrics_tasks = {t.id: t for t in CompletedTask.objects.filter(queue='metrics')} + if report_id in running_metrics_tasks_qs: + # remove completed task and associated report + task = running_metrics_tasks_qs[report_id] + if task.locked_by and task.locked_by_pid_running(): + logger.info('Will not kill running process - report ID: %s', report_id) + return Response(503, 'Unable to remove a running metrics report job. Please wait until it ' + 'completes then remove.') + else: + logger.info('Metrics job deleted - report ID: %s', report_id) + elif report_id in completed_metrics_tasks: + task = completed_metrics_tasks[report_id] + try: + pm = ProjectMetrics.objects.filter(report_name_generated=task.verbose_name).first() + if os.path.isfile(pm.report.path): + os.remove(pm.report.path) + pm.delete() + except Exception as e: + pass + task.delete() + logger.info('Completed metrics job deleted - report ID: %s', report_id) + return Response('task / report deleted', 200) + + +@api_view(http_method_names=['GET', 'PUT']) +def view_metrics(request, report_id): + if request.method == 'GET': + running_pending_report = Task.objects.filter(id=report_id, queue='metrics').first() + completed_report = CompletedTask.objects.filter(id=report_id, queue='metrics').first() + if running_pending_report is None and completed_report is None: + HttpResponseBadRequest(f'Cannot find report_id:{report_id} in either pending, running or complete report lists. ') + elif running_pending_report is not None: + HttpResponseBadRequest(f'Cannot view a running or pending metrics report with id:{report_id}') + pm_obj = ProjectMetrics.objects.filter(report_name_generated=completed_report.verbose_name).first() + out = { + 'results': { + 'report_name': pm_obj.report_name, + 'report_name_generated': pm_obj.report_name_generated, + **json.load(open(pm_obj.report.path)) + } + } + return Response(out) + elif request.method == 'PUT': + completed_report = CompletedTask.objects.filter(id=report_id, queue='metrics').first() + pm_obj = ProjectMetrics.objects.filter(report_name_generated=completed_report.verbose_name).first() + pm_obj.report_name = request.data.get('report_name') + pm_obj.save() + return Response(200) + + +@api_view(http_method_names=['GET']) +def cdb_cui_children(request, cdb_id): + parent_cui = request.GET.get('parent_cui') + cdb = get_cached_cdb(cdb_id, CDB_MAP) + + # root SNOMED CT code: 138875005 + # root UMLS code: CUI: + + if cdb.addl_info.get('pt2ch') is None: + return HttpResponseBadRequest('Requested MedCAT CDB model does not include parent2child metadata to' + ' explore a concept hierarchy') + + # currently assumes this is using the SNOMED CT terminology + try: + root_term = {'cui': '138875005', 'pretty_name': cdb.cui2preferred_name['138875005']} + if parent_cui is None: + return Response({'results': [root_term]}) + else: + child_concepts = [{'cui': cui, 'pretty_name': cdb.cui2preferred_name[cui]} + for cui in cdb.addl_info.get('pt2ch')[parent_cui]] + return Response({'results': child_concepts}) + except KeyError: + return Response({'results': []}) + + +@api_view(http_method_names=['GET']) +def cdb_concept_path(request): + cdb_id = int(request.GET.get('cdb_id')) + cdb = get_cached_cdb(cdb_id, CDB_MAP) + if not cdb.addl_info.get('ch2pt'): + cdb.addl_info['ch2pt'] = ch2pt_from_pt2ch(cdb) + cui = request.GET.get('cui') + # Again only SNOMED CT is supported + # 'cui': '138875005', + result = snomed_ct_concept_path(cui, cdb) + return Response({'results': result}) + + +@api_view(http_method_names=['POST']) +def generate_concept_filter_flat_json(request): + cuis = request.data.get('cuis') + cdb_id = request.data.get('cdb_id') + excluded_nodes = request.data.get('excluded_nodes', []) + if cuis is not None and cdb_id is not None: + cdb = get_cached_cdb(cdb_id, CDB_MAP) + # get all children from 'parent' concepts above. + final_filter = [] + for cui in cuis: + ch_nodes = get_all_ch(cui, cdb) + final_filter += [n for n in ch_nodes if n not in excluded_nodes] + final_filter = dedupe_preserve_order(final_filter) + filter_json = json.dumps(final_filter) + response = HttpResponse(filter_json, content_type='application/json') + response['Content-Disposition'] = 'attachment; filename=filter.json' + return response + return HttpResponseBadRequest('Missing either cuis or cdb_id param. Cannot generate filter.') + + +@api_view(http_method_names=['POST']) +def generate_concept_filter(request): + cuis = request.data.get('cuis') + cdb_id = request.data.get('cdb_id') + if cuis is not None and cdb_id is not None: + cdb = get_cached_cdb(cdb_id, CDB_MAP) + # get all children from 'parent' concepts above. + final_filter = {} + for cui in cuis: + final_filter[cui] = [{'cui': c, 'pretty_name': cdb.cui2preferred_name[c]} for c in get_all_ch(cui, cdb) + if c in cdb.cui2preferred_name and c != cui] + resp = {'filter_len': sum(len(f) for f in final_filter.values()) + len(final_filter.keys())} + if resp['filter_len'] < 10000: + # only send across concept filters that are small enough to render + resp['filter'] = final_filter + return Response(resp) + return HttpResponseBadRequest('Missing either cuis or cdb_id param. Cannot generate filter.') + + +@api_view(http_method_names=['POST']) +def cuis_to_concepts(request): + cuis = request.data.get('cuis') + cdb_id = request.data.get('cdb_id') + if cdb_id is not None: + if cuis is not None: + cdb = get_cached_cdb(cdb_id, CDB_MAP) + concept_list = [{'cui': cui, 'name': cdb.cui2preferred_name[cui]} for cui in cuis] + resp = {'concept_list': concept_list} + return Response(resp) + else: + cdb = get_cached_cdb(cdb_id, CDB_MAP) + concept_list = [{'cui': cui, 'name': cdb.cui2preferred_name[cui]} for cui in cdb.cui2preferred_name.keys()] + resp = {'concept_list': concept_list} + return Response(resp) + return HttpResponseBadRequest('Missing either cuis or cdb_id param. Cannot produce concept list.') + + +@api_view(http_method_names=['GET']) +def project_progress(request): + if request.GET.get('projects') is None: + return HttpResponseBadRequest('Cannot get progress for empty projects') + + projects = [int(p) for p in request.GET.get('projects', []).split(',')] + + projects2datasets = {p.id: (p, p.dataset) for p in [ProjectAnnotateEntities.objects.filter(id=p_id).first() + for p_id in projects]} + + out = {} + ds_doc_counts = {} + for p, (proj, ds) in projects2datasets.items(): + val_docs = proj.validated_documents.count() + ds_doc_count = ds_doc_counts.get(ds.id) + if ds_doc_count is None: + ds_doc_count = Document.objects.filter(dataset=ds).count() + ds_doc_counts[ds.id] = ds_doc_count + out[p] = {'validated_count': val_docs, 'dataset_count': ds_doc_count} + + return Response(out) diff --git a/v1/medcat-trainer/webapp/api/core/__init__.py b/v1/medcat-trainer/webapp/api/core/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/v1/medcat-trainer/webapp/api/core/settings.py b/v1/medcat-trainer/webapp/api/core/settings.py new file mode 100644 index 000000000..c77c837ef --- /dev/null +++ b/v1/medcat-trainer/webapp/api/core/settings.py @@ -0,0 +1,218 @@ +""" +Django settings for MedCATtrainer project. + +Generated by 'django-admin startproject' using Django 2.2.3. + +For more information on this file, see +https://docs.djangoproject.com/en/2.2/topics/settings/ + +For the full list of settings and their values, see +https://docs.djangoproject.com/en/2.2/ref/settings/ +""" +import logging +import os +import sys + +log = logging.getLogger(__name__) + +DEFAULT_AUTO_FIELD = 'django.db.models.AutoField' + +# Build paths inside the project like this: os.path.join(BASE_DIR, ...) +BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + +environ_origins = os.environ.get('CSRF_TRUSTED_ORIGINS', '') +trusted_origins = [origin.strip() for origin in environ_origins.split(',') if origin.strip()] + +CSRF_TRUSTED_ORIGINS = ['http://127.0.0.1:8001', 'http://localhost:8001'] + trusted_origins + +SECURE_CROSS_ORIGIN_OPENER_POLICY = None + +# SECURITY WARNING: keep the secret key used in production secret! +realm = os.environ.get('ENV', 'non-prod') +secret_key = os.environ.get('SECRET_KEY') +if realm == 'prod' and secret_key is None: + msg = 'No SECRET_KEY environment variable found for prod environment. Please add a secret key and re-run' + log.error(msg) + sys.exit(msg) +else: + log.info('Running non-prod environment, defaulting django SECRET_KEY') + SECRET_KEY = 'q$&esydgbn2=#-k5s5i(+^dtxs1@$50_(ln0wuw@zig4m&^m7=' + +# SECURITY WARNING: don't run with debug turned on in production! +try: + DEBUG = bool(int(os.environ.get('DEBUG', 1))) + if realm == 'prod' and DEBUG: + log.warning('Running in prod realm with DEBUG=True, are you sure you want to do that?') +except ValueError as e: + log.error('Error parsing DEBUG env, setting DEBUG to True. DEBUG env var should be set to 0 (false) or 1 (true).') + DEBUG = True + +ALLOWED_HOSTS = ['*'] + +APPEND_SLASH = True + +# Application definition + +INSTALLED_APPS = [ + 'django.contrib.admin', + 'django.contrib.auth', + 'django.contrib.contenttypes', + 'django.contrib.sessions', + 'django.contrib.messages', + 'django.contrib.staticfiles', + 'rest_framework', + 'rest_framework.authtoken', + 'django_filters', + 'background_task', + 'api', +] + +MIDDLEWARE = [ + 'django.middleware.security.SecurityMiddleware', + 'django.contrib.sessions.middleware.SessionMiddleware', + 'django.middleware.common.CommonMiddleware', + 'django.middleware.csrf.CsrfViewMiddleware', + 'django.contrib.auth.middleware.AuthenticationMiddleware', + 'django.contrib.messages.middleware.MessageMiddleware', + 'django.middleware.clickjacking.XFrameOptionsMiddleware', +] + +ROOT_URLCONF = 'core.urls' + +TEMPLATES = [ + { + 'BACKEND': 'django.template.backends.django.DjangoTemplates', + 'DIRS': [ + os.path.join(BASE_DIR, "..", "frontend", "dist"), + os.path.join(BASE_DIR, "..", "templates", "registration") + ], + 'APP_DIRS': True, + 'OPTIONS': { + 'context_processors': [ + 'django.template.context_processors.debug', + 'django.template.context_processors.request', + 'django.contrib.auth.context_processors.auth', + 'django.contrib.messages.context_processors.messages', + ], + }, + }, +] + +LOGGING = { + 'version': 1, + 'disable_existing_loggers': False, + 'formatters': { + 'simple': { + 'format': '{levelname} {asctime} {module}.py l:{lineno}:{message}', + 'style': '{', + }, + }, + 'handlers': { + 'console': { + 'class': 'logging.StreamHandler', + 'formatter': 'simple', + }, + }, + 'root': { + 'handlers': ['console'], + 'level': os.getenv('DJANGO_LOG_LEVEL', 'INFO'), + } +} + + +WSGI_APPLICATION = 'core.wsgi.application' + + +# Database +# https://docs.djangoproject.com/en/2.2/ref/settings/#databases + +DATABASES = { + 'default': { + 'ENGINE': 'django.db.backends.sqlite3', + 'NAME': os.path.join(BASE_DIR, 'db/db.sqlite3'), + 'OPTIONS': { + 'timeout': 20, + 'transaction_mode': 'IMMEDIATE' + } + } +} + + +# Password validation +# https://docs.djangoproject.com/en/2.2/ref/settings/#auth-password-validators + +AUTH_PASSWORD_VALIDATORS = [ + { + 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', + }, + { + 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', + }, + { + 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', + }, + { + 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', + }, +] + +REST_FRAMEWORK = { + 'DEFAULT_FILTER_BACKENDS': ['django_filters.rest_framework.DjangoFilterBackend'], + 'DEFAULT_PAGINATION_CLASS': 'rest_framework.pagination.PageNumberPagination', + 'PAGE_SIZE': 100, + 'DEFAULT_AUTHENTICATION_CLASSES': [ + 'rest_framework.authentication.TokenAuthentication' + ] +} + + +# Internationalization +# https://docs.djangoproject.com/en/2.2/topics/i18n/ + +LANGUAGE_CODE = 'en-us' + +TIME_ZONE = 'UTC' + +USE_I18N = True + +USE_L10N = True + +USE_TZ = True + + +# Static files (CSS, JavaScript, Images) +# https://docs.djangoproject.com/en/2.2/howto/static-files/ + +MEDIA_URL = '/media/' +STATIC_URL = '/static/' +MEDIA_ROOT = os.path.join(BASE_DIR, 'media') +STATIC_ROOT = os.path.join(BASE_DIR, 'static') + +FILE_UPLOAD_PERMISSIONS = 0o644 + +STATICFILES_DIRS = [ + os.path.join(BASE_DIR, "..", "frontend", "dist", "static"), +] + +# BG TASKS +MAX_ATTEMPTS = 1 +MAX_RUN_TIME = 60*60*10 +BACKGROUND_TASK_RUN_ASYNC = True +BACKGROUND_TASK_ASYNC_THREADS = 4 + + +# Solr Concept Search settings +SOLR_HOST = os.environ.get('CONCEPT_SEARCH_SERVICE_HOST', 'solr') +SOLR_PORT = os.environ.get('CONCEPT_SEARCH_SERVICE_PORT', '8983') + +SILENCED_SYSTEM_CHECKS = ['admin.E130'] + +# For testing only +# EMAIL_BACKEND = "django.core.mail.backends.console.EmailBackend" + +EMAIL_BACKEND = 'django.core.mail.backends.smtp.EmailBackend' +EMAIL_HOST = os.environ.get('EMAIL_HOST') +EMAIL_PORT = os.environ.get('EMAIL_PORT') +EMAIL_HOST_USER = os.environ.get('EMAIL_USER') +EMAIL_HOST_PASSWORD = os.environ.get('EMAIL_PASS') +EMAIL_USE_TLS = True \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/api/core/urls.py b/v1/medcat-trainer/webapp/api/core/urls.py new file mode 100644 index 000000000..2117749cd --- /dev/null +++ b/v1/medcat-trainer/webapp/api/core/urls.py @@ -0,0 +1,67 @@ +from django.contrib import admin +from django.contrib.auth import views as pw_views +from django.urls import path, include, re_path +from rest_framework.authtoken import views as auth_views +from rest_framework import routers +import api.views + +router = routers.DefaultRouter() +router.register(r'users', api.views.UserViewSet) +router.register(r'entities', api.views.EntityViewSet) +router.register(r'project-annotate-entities', api.views.ProjectAnnotateEntitiesViewSet) +router.register(r'project-groups', api.views.ProjectGroupViewSet) +router.register(r'documents', api.views.DocumentViewSet) +router.register(r'annotated-entities', api.views.AnnotatedEntityViewSet) +router.register(r'meta-annotations', api.views.MetaAnnotationViewSet) +router.register(r'meta-tasks', api.views.MetaTaskViewSet) +router.register(r'meta-task-values', api.views.MetaTaskValueViewSet) +router.register(r'relations', api.views.RelationViewSet) +router.register(r'entity-relations', api.views.EntityRelationViewSet) +router.register(r'concept-dbs', api.views.ConceptDBViewSet) +router.register(r'vocabs', api.views.VocabularyViewSet) +router.register(r'modelpacks', api.views.ModelPackViewSet) +router.register(r'datasets', api.views.DatasetViewSet) + + +urlpatterns = [ + path('api/', include(router.urls)), + path('api/anno-conf/', api.views.get_anno_tool_conf), + path('api/search-concepts/', api.views.search_solr), + path('api/prepare-documents/', api.views.prepare_documents), + path('api/prepare-documents-bg/', api.views.prepare_documents_bg), + path('api/prep-docs-bg-tasks/', api.views.prepare_docs_bg_tasks), + path('api/prep-docs-bg-tasks//', api.views.prepare_docs_bg_task), + path('api/api-token-auth/', auth_views.obtain_auth_token), + path('admin/', admin.site.urls), + path('api/api-auth/', include('rest_framework.urls', namespace='rest_framework')), + path('api/add-annotation/', api.views.add_annotation), + path('api/add-concept/', api.views.add_concept), + path('api/import-cdb-concepts/', api.views.import_cdb_concepts), + path('api/submit-document/', api.views.submit_document), + path('api/save-models/', api.views.save_models), + path('api/get-create-entity/', api.views.get_create_entity), + path('api/create-dataset/', api.views.create_dataset), + path('api/update-meta-annotation/', api.views.update_meta_annotation), + path('api/annotate-text/', api.views.annotate_text), + path('api/download-annos/', api.views.download_annos), + path('api/behind-rp/', api.views.behind_reverse_proxy), + path('api/version/', api.views.version), + path('api/project-progress/', api.views.project_progress), + path('api/concept-db-search-index-created/', api.views.concept_search_index_available), + path('api/model-loaded/', api.views.model_loaded), + path('api/cache-model//', api.views.cache_model), + path('api/upload-deployment/', api.views.upload_deployment), + path('api/model-concept-children//', api.views.cdb_cui_children), + path('api/metrics//', api.views.view_metrics), + path('api/metrics-job/', api.views.metrics_jobs), + path('api/metrics-job//', api.views.remove_metrics_job), + path('api/concept-path/', api.views.cdb_concept_path), + path('api/generate-concept-filter-json/', api.views.generate_concept_filter_flat_json), + path('api/generate-concept-filter/', api.views.generate_concept_filter), + path('api/cuis-to-concepts/', api.views.cuis_to_concepts), + path('reset_password/', api.views.ResetPasswordView.as_view(), name='reset_password'), + path('reset_password_sent/', pw_views.PasswordResetDoneView.as_view(), name='password_reset_done'), + path('reset//', pw_views.PasswordResetConfirmView.as_view(), name='password_reset_confirm'), + path('reset_password_complete/', pw_views.PasswordResetCompleteView.as_view(), name='password_reset_complete'), + re_path('^.*$', api.views.index, name='index'), # Match everything else to home +] diff --git a/v1/medcat-trainer/webapp/api/core/wsgi.py b/v1/medcat-trainer/webapp/api/core/wsgi.py new file mode 100644 index 000000000..84259580e --- /dev/null +++ b/v1/medcat-trainer/webapp/api/core/wsgi.py @@ -0,0 +1,16 @@ +""" +WSGI config for MedCATTrainer project. + +It exposes the WSGI callable as a module-level variable named ``application``. + +For more information on this file, see +https://docs.djangoproject.com/en/2.2/howto/deployment/wsgi/ +""" + +import os + +from django.core.wsgi import get_wsgi_application + +os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'core.settings') + +application = get_wsgi_application() diff --git a/v1/medcat-trainer/webapp/api/db-backup/.keep b/v1/medcat-trainer/webapp/api/db-backup/.keep new file mode 100644 index 000000000..e69de29bb diff --git a/v1/medcat-trainer/webapp/api/db/.keep b/v1/medcat-trainer/webapp/api/db/.keep new file mode 100755 index 000000000..e69de29bb diff --git a/v1/medcat-trainer/webapp/api/manage.py b/v1/medcat-trainer/webapp/api/manage.py new file mode 100755 index 000000000..84923e444 --- /dev/null +++ b/v1/medcat-trainer/webapp/api/manage.py @@ -0,0 +1,21 @@ +#!/usr/bin/env python +"""Django's command-line utility for administrative tasks.""" +import os +import sys + + +def main(): + os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'core.settings') + try: + from django.core.management import execute_from_command_line + except ImportError as exc: + raise ImportError( + "Couldn't import Django. Are you sure it's installed and " + "available on your PYTHONPATH environment variable? Did you " + "forget to activate a virtual environment?" + ) from exc + execute_from_command_line(sys.argv) + + +if __name__ == '__main__': + main() diff --git a/v1/medcat-trainer/webapp/api/media/.keep b/v1/medcat-trainer/webapp/api/media/.keep new file mode 100644 index 000000000..e69de29bb diff --git a/v1/medcat-trainer/webapp/api/static/.keep b/v1/medcat-trainer/webapp/api/static/.keep new file mode 100644 index 000000000..e69de29bb diff --git a/v1/medcat-trainer/webapp/frontend/.editorconfig b/v1/medcat-trainer/webapp/frontend/.editorconfig new file mode 100644 index 000000000..ecea360f1 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/.editorconfig @@ -0,0 +1,6 @@ +[*.{js,jsx,mjs,cjs,ts,tsx,mts,cts,vue}] +charset = utf-8 +indent_size = 2 +indent_style = space +insert_final_newline = true +trim_trailing_whitespace = true diff --git a/v1/medcat-trainer/webapp/frontend/.gitignore b/v1/medcat-trainer/webapp/frontend/.gitignore new file mode 100644 index 000000000..8ee54e8d3 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/.gitignore @@ -0,0 +1,30 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +.DS_Store +dist +dist-ssr +coverage +*.local + +/cypress/videos/ +/cypress/screenshots/ + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? + +*.tsbuildinfo diff --git a/v1/medcat-trainer/webapp/frontend/.prettierrc.json b/v1/medcat-trainer/webapp/frontend/.prettierrc.json new file mode 100644 index 000000000..effc164a5 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/.prettierrc.json @@ -0,0 +1,7 @@ + +{ + "$schema": "https://json.schemastore.org/prettierrc", + "semi": false, + "singleQuote": true, + "arrowParens": "avoid" +} diff --git a/v1/medcat-trainer/webapp/frontend/.vscode/extensions.json b/v1/medcat-trainer/webapp/frontend/.vscode/extensions.json new file mode 100644 index 000000000..a06a8c699 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/.vscode/extensions.json @@ -0,0 +1,9 @@ +{ + "recommendations": [ + "Vue.volar", + "vitest.explorer", + "dbaeumer.vscode-eslint", + "EditorConfig.EditorConfig", + "esbenp.prettier-vscode" + ] +} diff --git a/v1/medcat-trainer/webapp/frontend/README.md b/v1/medcat-trainer/webapp/frontend/README.md new file mode 100644 index 000000000..c899cc1e2 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/README.md @@ -0,0 +1,45 @@ +# frontend2 + +This template should help get you started developing with Vue 3 in Vite. + +## Recommended IDE Setup + +[VSCode](https://code.visualstudio.com/) + [Volar](https://marketplace.visualstudio.com/items?itemName=Vue.volar) (and disable Vetur). + +## Type Support for `.vue` Imports in TS + +TypeScript cannot handle type information for `.vue` imports by default, so we replace the `tsc` CLI with `vue-tsc` for type checking. In editors, we need [Volar](https://marketplace.visualstudio.com/items?itemName=Vue.volar) to make the TypeScript language service aware of `.vue` types. + +## Customize configuration + +See [Vite Configuration Reference](https://vite.dev/config/). + +## Project Setup + +```sh +npm install +``` + +### Compile and Hot-Reload for Development + +```sh +npm run dev +``` + +### Type-Check, Compile and Minify for Production + +```sh +npm run build +``` + +### Run Unit Tests with [Vitest](https://vitest.dev/) + +```sh +npm run test:unit +``` + +### Lint with [ESLint](https://eslint.org/) + +```sh +npm run lint +``` diff --git a/v1/medcat-trainer/webapp/frontend/env.d.ts b/v1/medcat-trainer/webapp/frontend/env.d.ts new file mode 100644 index 000000000..11f02fe2a --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/env.d.ts @@ -0,0 +1 @@ +/// diff --git a/v1/medcat-trainer/webapp/frontend/eslint.config.js b/v1/medcat-trainer/webapp/frontend/eslint.config.js new file mode 100644 index 000000000..40b84cd9d --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/eslint.config.js @@ -0,0 +1,25 @@ +import pluginVue from 'eslint-plugin-vue' +import vueTsEslintConfig from '@vue/eslint-config-typescript' +import pluginVitest from '@vitest/eslint-plugin' +import skipFormatting from '@vue/eslint-config-prettier/skip-formatting' + +export default [ + { + name: 'app/files-to-lint', + files: ['**/*.{ts,mts,tsx,vue}'], + }, + + { + name: 'app/files-to-ignore', + ignores: ['**/dist/**', '**/dist-ssr/**', '**/coverage/**'], + }, + + ...pluginVue.configs['flat/essential'], + ...vueTsEslintConfig(), + + { + ...pluginVitest.configs.recommended, + files: ['src/**/__tests__/*'], + }, + skipFormatting, +] diff --git a/v1/medcat-trainer/webapp/frontend/index.html b/v1/medcat-trainer/webapp/frontend/index.html new file mode 100644 index 000000000..b37c16493 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/index.html @@ -0,0 +1,16 @@ + + + + + + + MedCATTrainer + + + +
+ + + diff --git a/v1/medcat-trainer/webapp/frontend/package-lock.json b/v1/medcat-trainer/webapp/frontend/package-lock.json new file mode 100644 index 000000000..18b649a81 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/package-lock.json @@ -0,0 +1,7165 @@ +{ + "name": "frontend2", + "version": "0.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "frontend2", + "version": "0.0.0", + "dependencies": { + "@fortawesome/fontawesome-svg-core": "^6.6.0", + "@fortawesome/free-brands-svg-icons": "^6.6.0", + "@fortawesome/free-regular-svg-icons": "^6.6.0", + "@fortawesome/free-solid-svg-icons": "^6.6.0", + "@fortawesome/vue-fontawesome": "^3.0.8", + "@ssthouse/vue3-tree-chart": "^0.2.6", + "axios": "^1.8.2", + "bootstrap": "^5.3.3", + "plotly.js-dist": "^3.0.0", + "splitpanes": "^3.1.5", + "tiny-emitter": "^2.1.0", + "v-runtime-template": "^1.10.0", + "vue": "^3.5.12", + "vue-cookies": "^1.8.4", + "vue-router": "^4.4.5", + "vue-select": "^4.0.0-beta.6", 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var(--vt-c-black-soft); + --color-background-mute: var(--vt-c-black-mute); + + --color-border: var(--vt-c-divider-dark-2); + --color-border-hover: var(--vt-c-divider-dark-1); + + --color-heading: var(--vt-c-text-dark-1); + --color-text: var(--vt-c-text-dark-2); + } +} + +*, +*::before, +*::after { + box-sizing: border-box; + margin: 0; + font-weight: normal; +} + +body { + min-height: 100vh; + color: var(--color-text); + background: var(--color-background); + transition: + color 0.5s, + background-color 0.5s; + line-height: 1.6; + font-family: + Inter, + -apple-system, + BlinkMacSystemFont, + 'Segoe UI', + Roboto, + Oxygen, + Ubuntu, + Cantarell, + 'Fira Sans', + 'Droid Sans', + 'Helvetica Neue', + sans-serif; + font-size: 13px; + text-rendering: optimizeLegibility; + -webkit-font-smoothing: antialiased; + -moz-osx-font-smoothing: grayscale; +} diff --git a/v1/medcat-trainer/webapp/frontend/src/assets/cat-logo.png b/v1/medcat-trainer/webapp/frontend/src/assets/cat-logo.png new file 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table > thead > tr > th, +.v-table > .v-table__wrapper > table > tfoot > tr > td, +.v-table > .v-table__wrapper > table > tfoot > tr > th { + padding: 0 4px; +} + +.v-table--density-default { + --v-table-header-height: 42px !important; + --v-table-row-height: 32px !important; +} + +.v-data-table tbody tr:nth-of-type(even) { + background-color: rgba(0, 0, 0, .03); +} \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/frontend/src/components/anns/AddAnnotation.vue b/v1/medcat-trainer/webapp/frontend/src/components/anns/AddAnnotation.vue new file mode 100644 index 000000000..4b00abf44 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/anns/AddAnnotation.vue @@ -0,0 +1,245 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/anns/AnnoResult.vue b/v1/medcat-trainer/webapp/frontend/src/components/anns/AnnoResult.vue new file mode 100644 index 000000000..a053e626a --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/anns/AnnoResult.vue @@ -0,0 +1,67 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/anns/TaskBar.vue b/v1/medcat-trainer/webapp/frontend/src/components/anns/TaskBar.vue new file mode 100644 index 000000000..e7973721a --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/anns/TaskBar.vue @@ -0,0 +1,147 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/AddNewConcept.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/AddNewConcept.vue new file mode 100644 index 000000000..3c62b2b43 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/AddNewConcept.vue @@ -0,0 +1,171 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/AnnotationSummary.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/AnnotationSummary.vue new file mode 100644 index 000000000..5d8ac10a4 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/AnnotationSummary.vue @@ -0,0 +1,73 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/ClinicalText.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/ClinicalText.vue new file mode 100644 index 000000000..27ac7013c --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/ClinicalText.vue @@ -0,0 +1,283 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/ConceptFilter.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/ConceptFilter.vue new file mode 100644 index 000000000..88be63049 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/ConceptFilter.vue @@ -0,0 +1,176 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/ConceptPicker.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/ConceptPicker.vue new file mode 100644 index 000000000..5e19f95d1 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/ConceptPicker.vue @@ -0,0 +1,135 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/ConceptSummary.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/ConceptSummary.vue new file mode 100644 index 000000000..e51d46983 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/ConceptSummary.vue @@ -0,0 +1,276 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/DocumentSummary.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/DocumentSummary.vue new file mode 100644 index 000000000..3f1e97a2b --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/DocumentSummary.vue @@ -0,0 +1,247 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/Login.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/Login.vue new file mode 100644 index 000000000..eac0887eb --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/Login.vue @@ -0,0 +1,114 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/Modal.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/Modal.vue new file mode 100644 index 000000000..fdc11ad92 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/Modal.vue @@ -0,0 +1,132 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/NavBar.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/NavBar.vue new file mode 100644 index 000000000..2abb6395f --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/NavBar.vue @@ -0,0 +1,74 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/common/ProjectList.vue b/v1/medcat-trainer/webapp/frontend/src/components/common/ProjectList.vue new file mode 100644 index 000000000..c79e8eafd --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/common/ProjectList.vue @@ -0,0 +1,580 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/metrics/AnnotationsTable.vue b/v1/medcat-trainer/webapp/frontend/src/components/metrics/AnnotationsTable.vue new file mode 100644 index 000000000..e9d93e6d3 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/metrics/AnnotationsTable.vue @@ -0,0 +1,62 @@ + + + + + \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/frontend/src/components/metrics/ConceptSummary.vue b/v1/medcat-trainer/webapp/frontend/src/components/metrics/ConceptSummary.vue new file mode 100644 index 000000000..65b2900af --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/metrics/ConceptSummary.vue @@ -0,0 +1,331 @@ + + + + + \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/frontend/src/components/metrics/MetricCell.vue b/v1/medcat-trainer/webapp/frontend/src/components/metrics/MetricCell.vue new file mode 100644 index 000000000..019529e9a --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/metrics/MetricCell.vue @@ -0,0 +1,56 @@ + + + + + \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/frontend/src/components/models/ConceptDatabaseViz.vue b/v1/medcat-trainer/webapp/frontend/src/components/models/ConceptDatabaseViz.vue new file mode 100644 index 000000000..0f59202f2 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/models/ConceptDatabaseViz.vue @@ -0,0 +1,179 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/models/VueTree.vue b/v1/medcat-trainer/webapp/frontend/src/components/models/VueTree.vue new file mode 100644 index 000000000..ce1c32b5d --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/models/VueTree.vue @@ -0,0 +1,576 @@ + + + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/usecases/HelpContent.vue b/v1/medcat-trainer/webapp/frontend/src/components/usecases/HelpContent.vue new file mode 100644 index 000000000..a49dcdfa0 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/usecases/HelpContent.vue @@ -0,0 +1,29 @@ + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/usecases/MetaAnnotationTask.vue b/v1/medcat-trainer/webapp/frontend/src/components/usecases/MetaAnnotationTask.vue new file mode 100644 index 000000000..e54da281b --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/usecases/MetaAnnotationTask.vue @@ -0,0 +1,88 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/usecases/MetaAnnotationTaskContainer.vue b/v1/medcat-trainer/webapp/frontend/src/components/usecases/MetaAnnotationTaskContainer.vue new file mode 100644 index 000000000..c729636c5 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/usecases/MetaAnnotationTaskContainer.vue @@ -0,0 +1,97 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/usecases/RelationAnnotation.vue b/v1/medcat-trainer/webapp/frontend/src/components/usecases/RelationAnnotation.vue new file mode 100644 index 000000000..97a30d0f7 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/usecases/RelationAnnotation.vue @@ -0,0 +1,144 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/components/usecases/RelationAnnotationTaskContainer.vue b/v1/medcat-trainer/webapp/frontend/src/components/usecases/RelationAnnotationTaskContainer.vue new file mode 100644 index 000000000..d72fe004f --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/components/usecases/RelationAnnotationTaskContainer.vue @@ -0,0 +1,144 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/event-bus.ts b/v1/medcat-trainer/webapp/frontend/src/event-bus.ts new file mode 100644 index 000000000..1d72ff679 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/event-bus.ts @@ -0,0 +1,8 @@ +// eventBus.js +import emitter from 'tiny-emitter/instance' + +export default { + $on: (...args: any[]) => emitter.on(...args), + $off: (...args: any[]) => emitter.off(...args), + $emit: (...args: any[]) => emitter.emit(...args) +} diff --git a/v1/medcat-trainer/webapp/frontend/src/main.ts b/v1/medcat-trainer/webapp/frontend/src/main.ts new file mode 100644 index 000000000..bb37fc2e3 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/main.ts @@ -0,0 +1,69 @@ +import 'bootstrap' +import 'bootstrap/dist/css/bootstrap.min.css' +import 'vue-select/dist/vue-select.css' +import 'vue-simple-context-menu/dist/vue-simple-context-menu.css' +import 'splitpanes/dist/splitpanes.css' + +import '@/plugins/fontawesome' + +import '@/assets/main.css' + +import { createApp } from 'vue' + +import App from './App.vue' +import router from './router' +import axios from 'axios' +import VueCookies from 'vue-cookies' +import vSelect from 'vue-select' +import VueSimpleContextMenu from 'vue-simple-context-menu' +import { FontAwesomeIcon } from '@fortawesome/vue-fontawesome' + +import 'vuetify/styles' +import { createVuetify } from 'vuetify' +import * as components from 'vuetify/components' +import * as directives from 'vuetify/directives' + +const theme ={ + dark: false, + colors: { + primary: '#0072CE', //NHS Bright Blue + danger: '#DA291C', //NHS Emergency Services Red + warning: '#768692', // NHS Mid Grey + info: '#E8EDEE', // NHS Pale Grey + success: '#009639', // NHS Green + } +} + +const vuetify = createVuetify({ + components, + directives, + theme: { + defaultTheme: 'theme', + themes: { + theme + } + } +}) + +const app = createApp(App) +app.config.globalProperties.$http = axios +app.component("v-select", vSelect) +app.component('vue-simple-context-menu', VueSimpleContextMenu) +app.component('font-awesome-icon', FontAwesomeIcon) +app.use(router) +app.use(VueCookies, { expires: '7d'}) +app.use(vuetify); + +(function () { + const apiToken = document.cookie + .split(';') + .map(s => s.trim().split('=')) + .filter(s => s[0] === 'api-token') + if (apiToken.length) { + axios.defaults.headers.common['Authorization'] = `Token ${apiToken[0][1]}` + axios.defaults.timeout = 6000000000 + } +})() + +app.config.compilerOptions.whitespace = 'preserve'; +app.mount('#app') diff --git a/v1/medcat-trainer/webapp/frontend/src/mixins/ConceptDetailService.js b/v1/medcat-trainer/webapp/frontend/src/mixins/ConceptDetailService.js new file mode 100644 index 000000000..f2d43feeb --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/mixins/ConceptDetailService.js @@ -0,0 +1,72 @@ +import _ from 'lodash' + +export default { + name: 'ConceptDetailService', + methods: { + fetchDetail (selectedEnt, cdbSearchIndex, callback) { + if (selectedEnt && Object.keys(selectedEnt).length) { + const queryEntId = selectedEnt.id + this.$http.get(`/api/entities/${selectedEnt.entity}/`).then(resp => { + if (selectedEnt && queryEntId === selectedEnt.id) { + selectedEnt.cui = resp.data.label + this.fetchConcept(selectedEnt, cdbSearchIndex, callback) + } + }) + } else { + if (this.conceptSummary) { + this.conceptSummary = {} + } + } + }, + fetchConcept (selectedEnt, cdbSearchIndex, callback) { + this.$http.get(`/api/concepts/${cdbSearchIndex}/select?q=cui:${selectedEnt.cui}`).then(resp => { + if (selectedEnt && resp.data.response.docs.length > 0) { + const docEnt = resp.data.response.docs[0] + selectedEnt.desc = docEnt.desc + selectedEnt.type_ids = docEnt.type_ids + selectedEnt.pretty_name = docEnt.pretty_name[0] + selectedEnt.synonyms = docEnt.synonyms + if ((docEnt.icd10 || []).length > 0) { + selectedEnt.icd10 = [] + let that = this + let getCodes = function (url) { + that.$http.get(url).then(resp => { + selectedEnt.icd10.push(...resp.data.results) + if (resp.data.next) { + getCodes(`/api/${resp.data.next.split('/api/')[1]}`) + } else if (callback) { + selectedEnt.icd10 = _.orderBy(selectedEnt.icd10, ['code'], ['asc']) + callback() + } + }) + } + getCodes(`/api/icd-codes/?id__in=${docEnt.icd10.join(',')}`) + } else { + selectedEnt.icd10 = [] + } + if ((docEnt.opcs4 || []).length > 0) { + selectedEnt.opcs4 = [] + let that = this + let getCodes = function (url) { + that.$http.get(url).then(resp => { + selectedEnt.opcs4.push(...resp.data.results) + if (resp.data.next) { + getCodes(`/api/${resp.data.next.split('/api/')[1]}`) + } else if (callback) { + selectedEnt.opcs4 = _.orderBy(selectedEnt.opcs4, ['code'], ['asc']) + callback() + } + }) + } + getCodes(`/api/opcs-codes/?id__in=${docEnt.opcs4.join(',')}`) + } else { + selectedEnt.opcs4 = [] + } + } + if (callback) { + callback() + } + }) + } + } +} diff --git a/v1/medcat-trainer/webapp/frontend/src/mixins/MetaAnnotationService.js b/v1/medcat-trainer/webapp/frontend/src/mixins/MetaAnnotationService.js new file mode 100644 index 000000000..acd3f3df2 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/mixins/MetaAnnotationService.js @@ -0,0 +1,93 @@ + +import _ from 'lodash' + +export default { + name: 'MetaAnnotationService', + data () { + return { + tasks: [] + } + }, + methods: { + fetchMetaTasks (taskIDs, callback) { + this.$http.get(`/api/meta-tasks/`).then(resp => { + let tasks = resp.data.results.filter(r => { + return taskIDs.includes(r.id) + }) + let values = _.flatten(tasks.map(t => t.values)) + this.$http.get(`/api/meta-task-values/`).then(resp => { + let taskValueObjs = resp.data.results.filter(r => values.includes(r.id)) + let taskValObjMap = {} + for (const valId of values) { + taskValObjMap[valId] = taskValueObjs.filter(o => o.id === valId)[0] + } + tasks = tasks.map(t => { + t.options = t.values.map(val => taskValObjMap[val]) + t.value = null + delete t['values'] + return t + }) + this.tasks = tasks + if (typeof (callback) === 'function') { + callback() + } + }) + }) + }, + newMetaAnnotation (selectedEnt, task, optionId) { + const payload = { + validated: true, // 'default' meta annotations are always valid. + annotated_entity: selectedEnt.id, + meta_task: task.id, + meta_task_value: optionId + } + return this.$http.post(`/api/meta-annotations/`, payload) + }, + fetchMetaAnnotations (selectedEnt, useDefault, callback) { + if (this.tasks.length > 0 && selectedEnt !== null) { + for (let t of this.tasks) { + t.value = null + } + this.$http.get(`/api/meta-annotations/?annotated_entity=${selectedEnt.id}`).then(resp => { + // map current state tasks to these entities - to delete as needed. + let taskValues = [] + let newAnnoPromises = [] + for (let task of this.tasks) { + let savedTask = resp.data.results.filter(t => t.meta_task === task.id) + if (savedTask.length > 0) { + let r = savedTask[0] + task.value = r.meta_task_value + task.annotation_id = r.id + task.predicted_value = r.predicted_meta_task_value + task.validated = r.validated + task.acc = r.acc + taskValues.push(task) + } else if (useDefault && task.default) { + // no annotation exists, should be validated and set as default value + newAnnoPromises.push(this.newMetaAnnotation(selectedEnt, task, task.default)) + taskValues.push(task) + } + } + let callCallback = function () { + if (typeof (callback) === 'function') { + callback(_.cloneDeep(taskValues)) + } + } + + if (newAnnoPromises.length) { + Promise.all(newAnnoPromises).then(values => { + for (let resp of values) { + let task = taskValues.filter(t => t.id === resp.data.meta_task)[0] + task.annotation_id = resp.data.id + task.value = resp.data.meta_task_value + } + callCallback() + }) + } else { + callCallback() + } + }) + } + } + } +} diff --git a/v1/medcat-trainer/webapp/frontend/src/mixins/SummaryMixin.js b/v1/medcat-trainer/webapp/frontend/src/mixins/SummaryMixin.js new file mode 100644 index 000000000..4ac45811c --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/mixins/SummaryMixin.js @@ -0,0 +1,86 @@ +import _ from 'lodash' +import MetaAnnotationService from '@/mixins/MetaAnnotationService.js' +import ConceptDetailService from '@/mixins/ConceptDetailService.js' + +export default { + name: 'SummaryService', + props: { + currentDoc: Object, + taskIDs: Array, + searchFilterDBIndex: String + }, + mixins: [ConceptDetailService, MetaAnnotationService], + data () { + return { + metaAnnos: { + type: Object, + default () { + return {} + } + }, + taskMaps: Object + } + }, + methods: { + enrichSummary (annos, onAllAnnotationsCallback) { + const that = this + annos.forEach(anno => { + if (!anno.pretty_name) { + this.fetchDetail(anno, this.searchFilterDBIndex) + } + }) + if (this.taskIDs.length > 0) { + this.fetchMetaTasks(this.taskIDs, () => { + that.taskMaps = {} + that.tasks.forEach(task => { + that.taskMaps[task.id] = {} + task.options.forEach(op => { + that.taskMaps[task.id][op.id] = op.name + }) + }) + that.enrichMetaAnnos(annos, onAllAnnotationsCallback) + }) + } + }, + showInfoCol (info) { + return _.some(this.annos, a => (a[info] || []).length > 0) + }, + enrichMetaAnnos (annos, finishedEnrichmentCallback) { + const that = this + this.metaAnnos = {} + const useDefault = false + for (let ent of annos) { + this.fetchMetaAnnotations(ent, tasks => { + that.$set(that.metaAnnos, ent.id, tasks) + if (Object.entries(this.metaAnnos).length === annos.length) { + if (finishedEnrichmentCallback) { + finishedEnrichmentCallback() + } + } + }, useDefault) + } + }, + selectConcept (concept) { + this.$emit('select:AnnoSummaryConcept', this.annos.indexOf(concept)) + }, + leftContext (concept) { + return this.currentDoc.text.slice(_.max([0, concept.start_ind - 20]), concept.start_ind) + }, + rightContext (concept) { + const docText = this.currentDoc.text + return this.currentDoc.text.slice(concept.end_ind, _.min([docText.length, concept.end_ind + 20])) + }, + highlightClass (concept) { + const def = !concept.correct && !concept.deleted && !concept.killed && + !concept.alternative && !concept.manually_created + return { + 'highlight-task-default': def, + 'highlight-task-new': concept.manually_created, + 'highlight-task-0': concept.correct, + 'highlight-task-1': concept.deleted, + 'highlight-task-2': concept.killed, + 'highlight-task-3': concept.alternative + } + } + } +} diff --git a/v1/medcat-trainer/webapp/frontend/src/plugins/fontawesome.js b/v1/medcat-trainer/webapp/frontend/src/plugins/fontawesome.js new file mode 100644 index 000000000..2573a6694 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/plugins/fontawesome.js @@ -0,0 +1,8 @@ +import { library } from '@fortawesome/fontawesome-svg-core' +import { fas } from '@fortawesome/free-solid-svg-icons' +import { far } from '@fortawesome/free-regular-svg-icons' +import { fab } from '@fortawesome/free-brands-svg-icons' + +library.add(fas) +library.add(fab) +library.add(far) diff --git a/v1/medcat-trainer/webapp/frontend/src/router/index.ts b/v1/medcat-trainer/webapp/frontend/src/router/index.ts new file mode 100644 index 000000000..15eb3f23b --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/router/index.ts @@ -0,0 +1,51 @@ +import { createRouter, createWebHistory } from 'vue-router' +import Home from '../views/Home.vue' +import TrainAnnotations from '../views/TrainAnnotations.vue' +import Demo from '../views/Demo.vue' +import Metrics from '../views/Metrics.vue' +import MetricsHome from '../views/MetricsHome.vue' +import ConceptDatabase from '../views/ConceptDatabase.vue' + + +const router = createRouter({ + history: createWebHistory(import.meta.env.BASE_URL), + routes: [ + { + path: '/train-annotations/:projectId/:docId?', + name: 'train-annotations', + component: TrainAnnotations, + props: true, + // query: true + }, + { + path: '/metrics-reports/', + name: 'metrics-reports', + component: MetricsHome, + }, + { + path: '/metrics/:reportId/', + name: 'metrics', + component: Metrics, + props: router => ({reportId: parseInt(router.params.reportId)}) + }, + { + path: '/demo', + name: 'demo', + component: Demo + }, + { + path: '/model-explore', + name: 'model-explore', + component: ConceptDatabase + }, + { + path: '/:pathMatch(.*)', + name: 'home', + component: Home + } + ] +}) + +export default router + + diff --git a/v1/medcat-trainer/webapp/frontend/src/styles/_common.scss b/v1/medcat-trainer/webapp/frontend/src/styles/_common.scss new file mode 100644 index 000000000..b1c7ed09d --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/styles/_common.scss @@ -0,0 +1,76 @@ +@import "variables.scss"; + +.full-height { + height: 100%; +} + +// common help modal styles +.help { + float: right; + font-size: 22px; +} + +.help-modal .modal-container { + width: 80%; +} + +.help-modal-body { + max-height: 500px; + overflow: auto; +} + +.summary-modal .modal-container { + width: 90%; +} + +$blur-radius: 10px; + +@each $i, $col in $task-colors { + .task-color-text-#{$i} { + color: $col; + } +} + +@each $i, $col in $task-colors { + .task-btn-#{$i} { + border-color: $col; + color: $col; + + &:hover { + background-color: $col; + color: white; + } + } +} + +.title { + padding: 5px 15px; + font-size: 14pt; + box-shadow: 0 5px 5px -5px rgba(0,0,0,0.2); + color: black; + height: $title-height; +} + +@each $i, $col in $task-colors { + .highlight-task-#{$i} { + background-color: $col; + border-radius: 3px; + cursor: pointer; + border: 1px solid $col; + color: white; + } +} + +.alert-enter-active, .alert-leave-active { + transition: opacity .5s; +} + +.alert-enter, .alert-leave-to { + opacity: 0; +} + +.overlay-message { + padding-left: 10px; + opacity: 0.5; +} + diff --git a/v1/medcat-trainer/webapp/frontend/src/styles/_functions.scss b/v1/medcat-trainer/webapp/frontend/src/styles/_functions.scss new file mode 100644 index 000000000..7583c8c96 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/styles/_functions.scss @@ -0,0 +1,8 @@ +@use 'sass:math'; + +@function abs($value) { + @return math.abs($value); +} + +// solution described here: https://github.com/twbs/bootstrap/issues/39028 +// for deprecated warnings for older version of bootstrap 4.x \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/frontend/src/styles/_tabs.scss b/v1/medcat-trainer/webapp/frontend/src/styles/_tabs.scss new file mode 100644 index 000000000..ff4d270d1 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/styles/_tabs.scss @@ -0,0 +1,67 @@ +// FROM: https://github.com/spatie/vue-tabs-component/blob/master/docs/resources/tabs-component.css +// For the installed Vue.js Component: https://github.com/spatie/vue-tabs-component +.tabs-component { +} + +.tabs-component-tabs { + margin-bottom: 5px; + padding-inline-start: 15px; + box-shadow: 0 5px 5px -5px rgba(0,0,0,0.2); +} + +@media (min-width: 700px) { + .tabs-component-tabs { + border: 0; + align-items: stretch; + display: flex; + justify-content: flex-start; + margin-bottom: -1px; + } +} + +.tabs-component-tab { + font-size: 14px; + margin-right: 0; + list-style: none; +} + +.tabs-component-tab.is-active { + border-bottom: 4px solid rgba(0, 114, 206, .2);; +} + +@media (min-width: 700px) { + .tabs-component-tab { + background-color: #fff; + transition: transform .3s ease; + } + + .tabs-component-tab.is-active { + z-index: 2; + transform: translateY(0); + } +} + +.tabs-component-tab-a { + align-items: center; + color: inherit; + display: flex; + padding: .75em 1em; + text-decoration: none; + &:hover { + color: inherit; + text-decoration: none; + } +} + +.tabs-component-panels { + border-radius: 5px; + margin-top: 15px; +} + +@media (min-width: 700px) { + .tabs-component-panels { + border-top-left-radius: 0; + background-color: #fff; + } +} + diff --git a/v1/medcat-trainer/webapp/frontend/src/styles/_variables.scss b/v1/medcat-trainer/webapp/frontend/src/styles/_variables.scss new file mode 100644 index 000000000..f79b84446 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/styles/_variables.scss @@ -0,0 +1,68 @@ +// NHS Brand Colours +// https://digital.nhs.uk/about-nhs-digital/corporate-information-and-documents/nhs-digital-style-guidelines/how-we-look/colour-palette + +// functions required before bootstrap import to avoid deprecation warning issue described in functions.scss +@import './functions.scss'; +@import 'bootstrap/scss/bootstrap'; + +//$body-font-family: Montserrat; +// +//.v-application { +// .display-1, +// .display-2, +// .display-3, +// .display-4, +// .headline, +// .title, +// .subtitle-1, +// .subtitle-2, +// .body-1, +// .body-2, +// .caption, +// .overline { +// font-family: $body-font-family !important; +// } +//} + +$theme-colors: ( + "primary": #0072CE, //NHS Bright Blue + "danger": #DA291C, //NHS Emergency Services Red + "warning": #768692, // NHS Mid Grey + "info": #E8EDEE, // NHS Pale Grey + "success": #009639, // NHS Green + "light-success": #32ab60 // slightly lighter than NHS Green +); + +$primary-alt: #005EB8; //NHS Blue + +$navbar-bg: #0072CE; // NHS Bright Blue + +// colour palette - for backgrounds, borders, text-color etc. +$color-1: #45503B; +$color-2: #E5EBEA; +$color-3: #B098A4; +$color-4: #45503B; +$color-5: #747572; + +$background: inherit; //$color-2; +$text: #212B32; // primary text: NHS Dark Grey +$text-highlight: #212B32; +$borders: $color-1; + +$task-color-0: #0072CE; // NHS Bright Blue +$task-color-1: #dc3545; // NHS Emergency Services Red +$task-color-2: #8A1538; // NHS Dark Red +$task-color-3: #41B6E6; // NHS Light Blue +$task-color-4: #AE2573; // NHS Pink + +$task-colors: ( + "0": $task-color-0, + "1": $task-color-1, + "2": $task-color-2, + "3": $task-color-3, + "4": $task-color-4, +); + +$loading-background-color: rgba(108, 117, 125, 0.3); + +$title-height: 41px; diff --git a/v1/medcat-trainer/webapp/frontend/src/views/ConceptDatabase.vue b/v1/medcat-trainer/webapp/frontend/src/views/ConceptDatabase.vue new file mode 100644 index 000000000..692b7abed --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/views/ConceptDatabase.vue @@ -0,0 +1,273 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/views/Demo.vue b/v1/medcat-trainer/webapp/frontend/src/views/Demo.vue new file mode 100644 index 000000000..2a3c28ce6 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/views/Demo.vue @@ -0,0 +1,156 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/views/Home.vue b/v1/medcat-trainer/webapp/frontend/src/views/Home.vue new file mode 100644 index 000000000..9d5a720cb --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/views/Home.vue @@ -0,0 +1,210 @@ + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/views/Metrics.vue b/v1/medcat-trainer/webapp/frontend/src/views/Metrics.vue new file mode 100644 index 000000000..adbc12708 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/views/Metrics.vue @@ -0,0 +1,771 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/views/MetricsHome.vue b/v1/medcat-trainer/webapp/frontend/src/views/MetricsHome.vue new file mode 100644 index 000000000..c4a83fb15 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/views/MetricsHome.vue @@ -0,0 +1,178 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/src/views/TrainAnnotations.vue b/v1/medcat-trainer/webapp/frontend/src/views/TrainAnnotations.vue new file mode 100644 index 000000000..1997617cd --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/src/views/TrainAnnotations.vue @@ -0,0 +1,986 @@ + + + + + diff --git a/v1/medcat-trainer/webapp/frontend/tsconfig.app.json b/v1/medcat-trainer/webapp/frontend/tsconfig.app.json new file mode 100644 index 000000000..9090e9447 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/tsconfig.app.json @@ -0,0 +1,14 @@ +{ + "extends": "@vue/tsconfig/tsconfig.dom.json", + "include": ["env.d.ts"], // Add src back in here when its typescript compliant + "exclude": ["src/**/__tests__/*", "src/**/*", "src/**/*.vue"], + "compilerOptions": { + "composite": true, + "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.app.tsbuildinfo", + + "baseUrl": ".", + "paths": { + "@/*": ["./src/*"] + } + } +} diff --git a/v1/medcat-trainer/webapp/frontend/tsconfig.json b/v1/medcat-trainer/webapp/frontend/tsconfig.json new file mode 100644 index 000000000..100cf6a8f --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/tsconfig.json @@ -0,0 +1,14 @@ +{ + "files": [], + "references": [ + { + "path": "./tsconfig.node.json" + }, + { + "path": "./tsconfig.app.json" + }, + { + "path": "./tsconfig.vitest.json" + } + ] +} diff --git a/v1/medcat-trainer/webapp/frontend/tsconfig.node.json b/v1/medcat-trainer/webapp/frontend/tsconfig.node.json new file mode 100644 index 000000000..f09406303 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/tsconfig.node.json @@ -0,0 +1,19 @@ +{ + "extends": "@tsconfig/node20/tsconfig.json", + "include": [ + "vite.config.*", + "vitest.config.*", + "cypress.config.*", + "nightwatch.conf.*", + "playwright.config.*" + ], + "compilerOptions": { + "composite": true, + "noEmit": true, + "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.node.tsbuildinfo", + + "module": "ESNext", + "moduleResolution": "Bundler", + "types": ["node"] + } +} diff --git a/v1/medcat-trainer/webapp/frontend/tsconfig.vitest.json b/v1/medcat-trainer/webapp/frontend/tsconfig.vitest.json new file mode 100644 index 000000000..571995d11 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/tsconfig.vitest.json @@ -0,0 +1,11 @@ +{ + "extends": "./tsconfig.app.json", + "exclude": [], + "compilerOptions": { + "composite": true, + "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.vitest.tsbuildinfo", + + "lib": [], + "types": ["node", "jsdom"] + } +} diff --git a/v1/medcat-trainer/webapp/frontend/vite.config.ts b/v1/medcat-trainer/webapp/frontend/vite.config.ts new file mode 100644 index 000000000..77eb8ea7c --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/vite.config.ts @@ -0,0 +1,48 @@ +import { fileURLToPath, URL } from 'node:url' + +import { defineConfig } from 'vite' +import vue from '@vitejs/plugin-vue' +import vueDevTools from 'vite-plugin-vue-devtools' + +// https://vite.dev/config/ +export default defineConfig({ + plugins: [ + vue(), + vueDevTools(), + ], + resolve: { + alias: { + vue: 'vue/dist/vue.esm-bundler.js', + '@': fileURLToPath(new URL('./src', import.meta.url)) + } + }, + build: { + sourcemap: true, + assetsDir: 'static' + }, + server: { + host: '127.0.0.1', + proxy: { + '^/api/concepts/*': { + target: 'http://127.0.0.1:8983/solr', + changeOrigin: true, + secure: false, + rewrite: (path) => path.replace(/\/api\/concepts/, '/') + }, + '^/api/*': { + target: 'http://127.0.0.1:8001' + } + } + }, + css: { + preprocessorOptions: { + scss: { + additionalData: ` + @import "@/styles/_variables.scss"; + @import "@/styles/_common.scss"; + @import "@/styles/_tabs.scss"; + ` + } + } + } +}) diff --git a/v1/medcat-trainer/webapp/frontend/vitest.config.ts b/v1/medcat-trainer/webapp/frontend/vitest.config.ts new file mode 100644 index 000000000..4b1c89799 --- /dev/null +++ b/v1/medcat-trainer/webapp/frontend/vitest.config.ts @@ -0,0 +1,14 @@ +import { fileURLToPath } from 'node:url' +import { mergeConfig, defineConfig, configDefaults } from 'vitest/config' +import viteConfig from './vite.config' + +export default mergeConfig( + viteConfig, + defineConfig({ + test: { + environment: 'jsdom', + exclude: [...configDefaults.exclude, 'e2e/**'], + root: fileURLToPath(new URL('./', import.meta.url)) + } + }) +) diff --git a/v1/medcat-trainer/webapp/requirements.txt b/v1/medcat-trainer/webapp/requirements.txt new file mode 100644 index 000000000..98a316aaf --- /dev/null +++ b/v1/medcat-trainer/webapp/requirements.txt @@ -0,0 +1,9 @@ +--extra-index-url https://download.pytorch.org/whl/cpu/ +uwsgi==2.0.* +Django==5.1.* +django-filter==24.2.* +django-polymorphic==3.0.* +djangorestframework==3.15.* +django-background-tasks-updated==1.2.* +openpyxl==3.1.2 +medcat==1.16.* \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/scripts/backup_db.sh b/v1/medcat-trainer/webapp/scripts/backup_db.sh new file mode 100755 index 000000000..687c92261 --- /dev/null +++ b/v1/medcat-trainer/webapp/scripts/backup_db.sh @@ -0,0 +1,27 @@ +#!/bin/sh + +if [ -n "${DB_BACKUP_DIR}" ] && [ -f "${DB_PATH}" ]; then + echo "Found backup dir location: ${DB_BACKUP_DIR} and DB_PATH: ${DB_PATH}" + if [ ! -d "${DB_BACKUP_DIR}" ]; then + mkdir DB_BACKUP_DIR + else + # remove backups older than 90 days. + echo "Checking age of current backups - removing any older than 90 days.." + find ${DB_BACKUP_DIR} -mtime +90 -type f -delete + fi + + # Check if a backup already exists for today + TODAY=$(date +"%Y-%m-%d") + if [ -n "$(find ${DB_BACKUP_DIR} -name "db-backup-${TODAY}__*.sqlite3" -type f)" ]; then + echo "A backup already exists for today (${TODAY}). Skipping backup creation." + return 0 + fi + + BACKUP_NAME=db-backup-$(date +"%Y-%m-%d__%H-%M-%S").sqlite3 + cp $DB_PATH ${DB_BACKUP_DIR}/${BACKUP_NAME} + echo "Backed up existing DB to ${DB_BACKUP_DIR}/${BACKUP_NAME}" + echo "To restore this backup use $ /home/scripts/restore.sh ${DB_BACKUP_DIR}/${BACKUP_NAME}" +else + echo "No DB_BACKUP_DIR env var found or DB_PATH . This should be set in env vars. No backups will be created" + return 0 +fi diff --git a/v1/medcat-trainer/webapp/scripts/create_group.py b/v1/medcat-trainer/webapp/scripts/create_group.py new file mode 100644 index 000000000..acfda2779 --- /dev/null +++ b/v1/medcat-trainer/webapp/scripts/create_group.py @@ -0,0 +1,14 @@ +from django.contrib.auth.models import Group, Permission +from itertools import chain + +print("Checking for Default User Group") +group, created = Group.objects.get_or_create(name='user_group') +if created: + print("No Default User Group Found - Creating with Permissions") +dataset = list(Permission.objects.filter(codename__contains='dataset').exclude(codename__contains='delete')) +concept = list(Permission.objects.filter(codename__contains='concept')) +project = list(Permission.objects.filter(codename__contains="projectannotateentities").exclude(codename__contains="delete")) +permissions = chain(dataset, concept, project) +for p in permissions: + group.permissions.add(p) +print("User_group created with minimum correct permissions") \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/scripts/crontab b/v1/medcat-trainer/webapp/scripts/crontab new file mode 100644 index 000000000..242ba1528 --- /dev/null +++ b/v1/medcat-trainer/webapp/scripts/crontab @@ -0,0 +1,3 @@ +SHELL=/bin/bash +BASH_ENV=/etc/environment +0 22 * * * root /home/scripts/backup_db.sh > /proc/1/fd/1 2>/proc/1/fd/2 \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/scripts/entry.sh b/v1/medcat-trainer/webapp/scripts/entry.sh new file mode 100644 index 000000000..600979105 --- /dev/null +++ b/v1/medcat-trainer/webapp/scripts/entry.sh @@ -0,0 +1,6 @@ +#!/bin/bash +env >> /etc/environment + +# execute CMD +echo "$@" +exec "$@" diff --git a/v1/medcat-trainer/webapp/scripts/load_examples.py b/v1/medcat-trainer/webapp/scripts/load_examples.py new file mode 100644 index 000000000..e4031324c --- /dev/null +++ b/v1/medcat-trainer/webapp/scripts/load_examples.py @@ -0,0 +1,137 @@ +import os + +import pandas as pd +import requests +from time import sleep +import json + + +def main(port=8000, + umls_cdb_tmp_file='/home/cdb.dat', + snomed_cdb_tmp_file='/home/snomed-cdb.dat', + vocab_tmp_file='/home/vocab.dat', + dataset_tmp_file='/home/ds.csv', + initial_wait=15): + + val = os.environ.get('LOAD_EXAMPLES') + if val is not None and val not in ('1', 'true', 't', 'y'): + print('Found Env Var LOAD_EXAMPLES is False, not loading example data, cdb, vocab and project') + return + + print('Found Env Var LOAD_EXAMPLES, waiting 15 seconds for API to be ready...') + URL = f'http://localhost:{port}/api/' + sleep(initial_wait) + + print('Checking for default projects / datasets / CDBs / Vocabs') + while True: + try: + # check API is available + if requests.get(URL).status_code == 200: + # check API default username and pass are available. + payload = {"username": "admin", "password": "admin"} + resp = requests.post(f"{URL}api-token-auth/", json=payload) + if resp.status_code != 200: + break + + headers = { + 'Authorization': f'Token {json.loads(resp.text)["token"]}', + } + + # check concepts DB, vocab, datasets and projects are empty + resp_cdbs = requests.get(f'{URL}concept-dbs/', headers=headers) + resp_vocabs = requests.get(f'{URL}vocabs/', headers=headers) + resp_ds = requests.get(f'{URL}datasets/', headers=headers) + resp_projs = requests.get(f'{URL}project-annotate-entities/', headers=headers) + all_resps = [resp_cdbs, resp_vocabs, resp_ds, resp_projs] + + codes = [r.status_code == 200 for r in all_resps] + if all(codes) and all(len(r.text) > 0 and json.loads(r.text)['count'] == 0 for r in all_resps): + print("Found No Objects. Populating Example: Concept DB, Vocabulary, Dataset and Project...") + # download example cdb, vocab, dataset + print("Downloading example UMLS CDB...") + cdb_file = requests.get('https://cogstack-medcat-example-models.s3.eu-west-2.amazonaws.com/medcat-example-models/cdb-medmen-v1.dat') + with open(umls_cdb_tmp_file, 'wb') as f: + f.write(cdb_file.content) + print("Downloading example SNOMED CT CDB...") + snomed_cdb_file = requests.get('https://cogstack-medcat-example-models.s3.eu-west-2.amazonaws.com/medcat-example-models/snomed-cdb-mc-v1.cdb') + with open(snomed_cdb_tmp_file, 'wb') as f: + f.write(snomed_cdb_file.content) + print("Downloading example vocab...") + vocab_file = requests.get('https://cogstack-medcat-example-models.s3.eu-west-2.amazonaws.com/medcat-example-models/vocab.dat') + with open(vocab_tmp_file, 'wb') as f: + f.write(vocab_file.content) + print("Downloading example dataset") + ds = requests.get( + 'https://raw.githubusercontent.com/CogStack/cogstack-nlp/09e32429/medcat-trainer/notebook_docs/example_data/ortho.csvv') + with open(dataset_tmp_file, 'w') as f: + f.write(ds.text) + + ds_dict = pd.read_csv(dataset_tmp_file).loc[:, ['name', 'text']].to_dict() + create_example_project(URL, headers, umls_cdb_tmp_file, vocab_tmp_file, 'umls_ortho_example_dataset', ds_dict, 'umls_cdb', + 'Example Project - UMLS (Diseases / Symptoms / Findings)') + create_example_project(URL, headers, snomed_cdb_tmp_file, vocab_tmp_file, 'snomed_ortho_example_dataset', ds_dict, 'snomed_cdb', + 'Example Project - SNOMED CT All') + + # clean up temp files + os.remove(umls_cdb_tmp_file) + os.remove(snomed_cdb_tmp_file) + os.remove(vocab_tmp_file) + os.remove(dataset_tmp_file) + break + else: + print('Found at least one object amongst cdbs, vocabs, datasets & projects. Skipping example creation') + break + except ConnectionRefusedError: + print(f'Connection refused to {URL}. Retrying in 5 seconds...') + sleep(5) + continue + except requests.exceptions.ConnectionError: + print(f'Connection error to {URL}. Retrying in 5 seconds...') + sleep(5) + continue + + +def create_example_project(url, headers, cdb, vocab, ds_name, ds_dict, cdb_name, project_name): + print('Creating CDB / Vocab / Dataset / Project in the Trainer') + res_cdb_mk = requests.post(f'{url}concept-dbs/', headers=headers, + data={'name': cdb_name, 'use_for_training': True}, + files={'cdb_file': open(cdb, 'rb')}) + cdb_id = json.loads(res_cdb_mk.text)['id'] + res_vocab_mk = requests.post(f'{url}vocabs/', headers=headers, + files={'vocab_file': open(vocab, 'rb')}) + vocab_id = json.loads(res_vocab_mk.text)['id'] + + # Upload the dataset + payload = { + 'dataset_name': ds_name, + 'dataset': ds_dict, + 'description': f'Example clinical text from the MT Samples corpus https://www.mtsamples.com/' + } + resp = requests.post(f'{url}create-dataset/', json=payload, headers=headers) + ds_id = json.loads(resp.text)['dataset_id'] + + user_id = json.loads(requests.get(f'{url}users/', headers=headers).text)['results'][0]['id'] + + # Create the project + payload = { + 'name': project_name, + 'description': 'Example projects using example psychiatric clinical notes from ' + 'https://www.mtsamples.com/', + 'cuis': '', + 'annotation_guideline_link': 'https://docs.google.com/document/d/1xxelBOYbyVzJ7vLlztP2q1Kw9F5Vr1pRwblgrXPS7QM/edit?usp=sharing', + 'dataset': ds_id, + 'concept_db': cdb_id, + 'vocab': vocab_id, + 'members': [user_id] + } + requests.post(f'{url}project-annotate-entities/', json=payload, headers=headers) + print('Successfully created the example project') + + +if __name__ == '__main__': + main() + # main(port=8001, + # umls_cdb_tmp_file='/home/cerberus/projects/MedCATtrainer/scratch/cdb.dat', + # snomed_cdb_tmp_file='/home/cerberus/projects/MedCATtrainer/scratch/snomed-cdb.dat', + # vocab_tmp_file='/home/cerberus/projects/MedCATtrainer/scratch/vocab.dat', + # dataset_tmp_file='/home/cerberus/projects/MedCATtrainer/scratch/ds.csv') diff --git a/v1/medcat-trainer/webapp/scripts/restore_db.sh b/v1/medcat-trainer/webapp/scripts/restore_db.sh new file mode 100755 index 000000000..300cca91d --- /dev/null +++ b/v1/medcat-trainer/webapp/scripts/restore_db.sh @@ -0,0 +1,26 @@ +#!/bin/sh + +DB_RESTORE_FILE=$1 +BACKUP_DIR=${DB_BACKUP_DIR} + +if [ -n "$BACKUP_DIR" ] && [ -n "$DB_PATH" ]; then + echo "Found backup dir location: ${BACKUP_DIR}, found db path: ${DB_PATH}" + if [ -z "$DB_RESTORE_FILE" ]; then + echo "No specific backup specified. Restoring latest backup in $BACKUP_DIR" + DB_RESTORE_FILE=$(ls -Art ${BACKUP_DIR}/ | tail -n 1) + fi + echo "DB file to restore: ${DB_RESTORE_FILE}" + read -p "Found $DB_RESTORE_FILE - y to confirm backup: " choice + case "$choice" in + y|Y ) + cp $BACKUP_DIR/$DB_RESTORE_FILE $DB_PATH + echo "Restored $DB_RESTORE_FILE to $DB_PATH" + ;; + n|N ) + echo " - exiting";; + * ) + echo "Invalid choice - exiting";; + esac + else + echo "No BACKUP_DIR and DB_PATH found. Set to location of the backups and the location of DB sqlite3 file to be restored." +fi diff --git a/v1/medcat-trainer/webapp/scripts/run-bg-process.sh b/v1/medcat-trainer/webapp/scripts/run-bg-process.sh new file mode 100755 index 000000000..b54d535f7 --- /dev/null +++ b/v1/medcat-trainer/webapp/scripts/run-bg-process.sh @@ -0,0 +1,13 @@ +#!/bin/sh + +# env vars that should only be on for app running... +export RESUBMIT_ALL_ON_STARTUP=0 + +# Collect static files and migrate if needed +python /home/api/manage.py collectstatic --noinput +python /home/api/manage.py makemigrations --noinput +python /home/api/manage.py makemigrations api --noinput +python /home/api/manage.py migrate --noinput +python /home/api/manage.py migrate api --noinput + +python /home/api/manage.py process_tasks --log-std diff --git a/v1/medcat-trainer/webapp/scripts/run.sh b/v1/medcat-trainer/webapp/scripts/run.sh new file mode 100755 index 000000000..7e94b228f --- /dev/null +++ b/v1/medcat-trainer/webapp/scripts/run.sh @@ -0,0 +1,36 @@ +#!/bin/sh + +# run db backup script before doing anything +/home/scripts/backup_db.sh + +# env vars that should only be on for app running... +TMP_RESUBMIT_ALL_VAR=$RESUBMIT_ALL_ON_STARTUP +export RESUBMIT_ALL_ON_STARTUP=0 + +# Collect static files and migrate if needed +python /home/api/manage.py collectstatic --noinput +python /home/api/manage.py makemigrations --noinput +python /home/api/manage.py makemigrations api --noinput +python /home/api/manage.py migrate --noinput +python /home/api/manage.py migrate api --noinput + +# create a new super user, with username and password 'admin' +# also create a user group `user_group` that prevents users from deleting models +echo "from django.contrib.auth import get_user_model +User = get_user_model() +if User.objects.count() == 0: + User.objects.create_superuser('admin', 'admin@example.com', 'admin') +" | python manage.py shell + +if [ $LOAD_EXAMPLES ]; then + echo "Loading examples..." + python /home/scripts/load_examples.py >> /dev/stdout 2>> /dev/stderr & +fi + +# Creating a default user group that can manage projects and annotate but not delete +python manage.py shell < /home/scripts/create_group.py + +# RESET any Env vars to original stat +export RESUBMIT_ALL_ON_STARTUP=$TMP_RESUBMIT_ALL_VAR + +uwsgi --http-timeout 360s --http :8000 --master --chdir /home/api/ --module core.wsgi diff --git a/v1/medcat-trainer/webapp/templates/registration/password_reset_email.html b/v1/medcat-trainer/webapp/templates/registration/password_reset_email.html new file mode 100644 index 000000000..dda38a8a0 --- /dev/null +++ b/v1/medcat-trainer/webapp/templates/registration/password_reset_email.html @@ -0,0 +1,17 @@ +{% autoescape off %} +You’re receiving this email because you requested a password reset for your user account +with MedCATTrainer at {{ site_name }}. + +Please go to the following page and choose a new password: + +{{ protocol }}://{{ domain }}{% url 'password_reset_confirm' uidb64=uid token=token %} + +Your username, in case you've forgotten: {{ user.username }}. + +If clicking the link above doesn't work, please copy and paste the URL in a new browser +window instead. + +Sincerely, + +The Cogstack Team +{% endautoescape %} \ No newline at end of file diff --git a/v1/medcat-trainer/webapp/templates/registration/password_reset_subject.txt b/v1/medcat-trainer/webapp/templates/registration/password_reset_subject.txt new file mode 100644 index 000000000..7147d40b5 --- /dev/null +++ b/v1/medcat-trainer/webapp/templates/registration/password_reset_subject.txt @@ -0,0 +1 @@ +MedCATtrainer: Password Reset \ No newline at end of file From a874ebc8c7aee19237a844d9cc0ef08b1b59acc9 Mon Sep 17 00:00:00 2001 From: alhendrickson <159636032+alhendrickson@users.noreply.github.com.> Date: Wed, 13 Aug 2025 14:49:52 +0000 Subject: [PATCH 2/2] build(medcat-trainer): CU-869a4br6j Create Github actions for medcat-trainer v1 --- .github/workflows/medcat-trainer-v1_ci.yml | 68 +++++++++++++ .github/workflows/medcat-trainer-v1_qa.yml | 82 ++++++++++++++++ .../workflows/medcat-trainer-v1_release.yml | 95 +++++++++++++++++++ 3 files changed, 245 insertions(+) create mode 100644 .github/workflows/medcat-trainer-v1_ci.yml create mode 100644 .github/workflows/medcat-trainer-v1_qa.yml create mode 100644 .github/workflows/medcat-trainer-v1_release.yml diff --git a/.github/workflows/medcat-trainer-v1_ci.yml b/.github/workflows/medcat-trainer-v1_ci.yml new file mode 100644 index 000000000..071d2e6b0 --- /dev/null +++ b/.github/workflows/medcat-trainer-v1_ci.yml @@ -0,0 +1,68 @@ +name: medcat-trainer-v1 ci-build + +on: + pull_request: + paths: + - 'v1/medcat-trainer/**' + - '.github/workflows/medcat-trainer-v1**' + +defaults: + run: + working-directory: ./v1/medcat-trainer + +jobs: + # Test and build client library + test-client: + runs-on: ubuntu-latest + steps: + - name: Checkout main + uses: actions/checkout@v4 + with: + ref: ${{ github.ref }} + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.10' + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install requests pytest build + + - name: Install client package in development mode + run: | + cd client + pip install -e . + + - name: Run client tests + run: | + cd client + python -m pytest tests/ -v + + - name: Build client package + run: | + cd client + python -m build + + # Build and test webapp container + build-and-push: + runs-on: ubuntu-latest + needs: test-client + steps: + - name: Checkout main + uses: actions/checkout@v4 + with: + ref: ${{ github.ref }} + + - name: Build + env: + IMAGE_TAG: ${{ env.RELEASE_VERSION }} + run: | + docker build -t cogstacksystems/medcat-trainer:dev-latest webapp/. + - name: Run Django Tests + env: + IMAGE_TAG: ${{ env.RELEASE_VERSION }} + run: | + # run tests + docker run --rm cogstacksystems/medcat-trainer:dev-latest python manage.py test diff --git a/.github/workflows/medcat-trainer-v1_qa.yml b/.github/workflows/medcat-trainer-v1_qa.yml new file mode 100644 index 000000000..ebcdc95b7 --- /dev/null +++ b/.github/workflows/medcat-trainer-v1_qa.yml @@ -0,0 +1,82 @@ +name: medcat-trainer-v1 qa-build + +on: + push: + branches: [ main ] + +defaults: + run: + working-directory: ./v1/medcat-trainer + +jobs: + # Test and build client library + test-client: + runs-on: ubuntu-latest + steps: + - name: Checkout main + uses: actions/checkout@v4 + with: + ref: 'main' + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.10' + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install requests pytest build + + - name: Install client package in development mode + run: | + cd client + pip install -e . + + - name: Run client tests + run: | + cd client + python -m pytest tests/ -v + + - name: Build client package + run: | + cd client + python -m build + + # - name: Publish dev distribution to Test PyPI + # uses: pypa/gh-action-pypi-publish@v1.4.2 + # with: + # password: ${{ secrets.MEDCAT_TRAINER_TEST_PYPI_API_TOKEN }} + # repository_url: https://test.pypi.org/legacy/ + # packages_dir: v1/medcat-trainer/client/dist + + # Build and test webapp container + build-and-push: + runs-on: ubuntu-latest + needs: test-client + steps: + - name: Checkout main + uses: actions/checkout@v4 + with: + ref: 'main' + + - name: Build + run: | + docker build -t cogstacksystems/medcat-trainer:v1-latest webapp/. + + - name: Run Django Tests + env: + IMAGE_TAG: latest + run: | + # run tests + docker run --rm cogstacksystems/medcat-trainer:v1-latest python manage.py test + + - name: Login to DockerHub + uses: docker/login-action@v3 + with: + username: ${{ secrets.DOCKERHUB_USERNAME }} + password: ${{ secrets.DOCKER_HUB_ACCESS_TOKEN }} + + - name: Push to DockerHub + run: | + docker push cogstacksystems/medcat-trainer:v1-latest diff --git a/.github/workflows/medcat-trainer-v1_release.yml b/.github/workflows/medcat-trainer-v1_release.yml new file mode 100644 index 000000000..d98f807d2 --- /dev/null +++ b/.github/workflows/medcat-trainer-v1_release.yml @@ -0,0 +1,95 @@ +name: medcat-trainer-v1 release-build + +on: + push: + tags: + - 'medcat-trainer/v1.*.*' + +defaults: + run: + working-directory: ./v1/medcat-trainer + +jobs: + # Test, build and publish client library + test-and-publish-client: + runs-on: ubuntu-latest + steps: + - name: Checkout main + uses: actions/checkout@v4 + with: + ref: "main" + + - name: Release Tag + # If GITHUB_REF=refs/tags/medcat-trainer/v0.1.2, this returns v0.1.2. Note it's including the "v" though it probably shouldnt + run: echo "RELEASE_VERSION=${GITHUB_REF##refs/*/}" >> $GITHUB_ENV + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.10' + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install requests pytest build twine + + - name: Install client package in development mode + run: | + cd client + pip install -e . + + - name: Run client tests + run: | + cd client + python -m pytest tests/ -v + + - name: Build client package + run: | + cd client + python -m build + + - name: Publish production distribution to PyPI + if: startsWith(github.ref, 'refs/tags') && ! github.event.release.prerelease + uses: pypa/gh-action-pypi-publish@v1.4.2 + with: + # TODO CU-869a25n7e Use Trusted Platform Publisher based PyPI release + password: ${{ secrets.PYPI_API_TOKEN }} + packages_dir: v1/medcat-trainer/client/dist + + # Build and test webapp container + build-and-push: + runs-on: ubuntu-latest + needs: test-and-publish-client + steps: + - name: Checkout main + uses: actions/checkout@v4 + with: + ref: "main" + + - name: Release Tag + # If GITHUB_REF=refs/tags/medcat-trainer/v0.1.2, this returns v0.1.2. Note it's including the "v" though it probably shouldnt + run: echo "RELEASE_VERSION=${GITHUB_REF##refs/*/}" >> $GITHUB_ENV + - name: Build + env: + IMAGE_TAG: ${{ env.RELEASE_VERSION }} + run: | + docker build -t cogstacksystems/medcat-trainer:$IMAGE_TAG webapp/. + - name: Run Django Tests + env: + IMAGE_TAG: ${{ env.RELEASE_VERSION }} + run: | + # run tests + docker run --rm cogstacksystems/medcat-trainer:$IMAGE_TAG python manage.py test + + - name: Login to DockerHub + uses: docker/login-action@v3 + with: + username: ${{ secrets.DOCKERHUB_USERNAME }} + password: ${{ secrets.DOCKER_HUB_ACCESS_TOKEN }} + + - name: Push to DockerHub + env: + IMAGE_TAG: ${{ env.RELEASE_VERSION }} + run: | + docker push cogstacksystems/medcat-trainer:$IMAGE_TAG +