Implementation of the Transformer with Multi-channel attention mechanism and evalutation on the MIMIC-IV
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Updated
Jun 2, 2024 - Python
Implementation of the Transformer with Multi-channel attention mechanism and evalutation on the MIMIC-IV
To transform the MIMIC-IV FHIR dataset into a structured format suitable for analysis by converting its JSON files containing patient, condition, and encounter data into a CSV file that maps patient IDs to condition timestamps. This involves extracting, processing, and merging data to create a comprehensive and analyzable dataset.
TemporAI-MIVDP: Adaptation of MIMIC-IV-Data-Pipeline for TemporAI
Towards a CKD (Chronic Kidney Disease) dataset.
Code for paper using causal inference to explore the process of weaning ICU patients off of mechanical ventilation.
SG Healthcare AI Datathon 2021 - acute kidney injury (AKI) patients requiring replacement renal therapy
Team Cyan's function toolbox for exploring databases
Research Methodology Project
Patient Discharge Classification based on the Hospital Treatment Process (ICPM 2021)
Embeddings generation from MIMIC-IV and MIMIC-CXR
MIMICAI - Exploring MIMIC Data Using LLM and Open-WebUI
Official repo for "Characterizing Stigmatizing Language in Medical Records" (ACL 2023)
Descriptive & prescriptive analysis of the effects of Vasoconstrictive medication via MIMIC's database using Targeted Maximum Likelihood Estimation for Causal Inference & ML techniques
For local installation of MIMIC IV on a Windows machine, on Postgresql 13 and using PGAdmin
A CLI tool for extracting event logs out of MIMIC Databases.
Predicting length of stay in hospitals intensive care unit using MIMIC IV
mimic4fhir converts data from MIMIC IV database (PostgreSQL) to HL7 FHIR R4 resources or the German Medical Informatics Initiative core data sets.
[arXiv'24] The official implementation code of LEADER.
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