Models hub internal (#706)

* 2023-03-29-icd10cm_resolver_pipeline_en (#44)

* Add model 2023-03-29-icd10cm_resolver_pipeline_en

* Add model 2023-03-29-icd10cm_resolver_pipeline_en

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Co-authored-by: Ahmetemintek <ahmetemin.tek.66@gmail.com>

* 2023-03-29-oncology_general_pipeline_en (#46)

* Add model 2023-03-29-oncology_general_pipeline_en

* Add model 2023-03-29-oncology_diagnosis_pipeline_en

* Add model 2023-03-29-oncology_biomarker_pipeline_en

* Add model 2023-03-29-icd10_icd9_mapping_en

* Add model 2023-03-29-icd10cm_snomed_mapping_en

* Add model 2023-03-29-icd10cm_umls_mapping_en

* Add model 2023-03-29-icd9_resolver_pipeline_en

* Add model 2023-03-29-icdo_snomed_mapping_en

* Add model 2023-03-29-mesh_umls_mapping_en

* Add model 2023-03-29-rxnorm_ndc_mapping_en

* Add model 2023-03-29-rxnorm_umls_mapping_en

* Add model 2023-03-29-snomed_icd10cm_mapping_en

* Add model 2023-03-29-snomed_icd10cm_mapping_en

* Add model 2023-03-29-snomed_icdo_mapping_en

* Add model 2023-03-29-oncology_therapy_pipeline_en

* Add model 2023-03-29-snomed_umls_mapping_en

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Co-authored-by: Cabir40 <cabir4006@gmail.com>

* 2023-03-29-icd10cm_resolver_pipeline_en (#45)

* Add model 2023-03-29-icd10cm_resolver_pipeline_en

* Add model 2023-03-29-umls_drug_resolver_pipeline_en

---------

Co-authored-by: Ahmetemintek <ahmetemin.tek.66@gmail.com>

* Add model 2023-03-30-text_generator_biomedical_biogpt_en (#48)

Co-authored-by: Cabir40 <cabir4006@gmail.com>

* 2023-03-30-summarizer_generic_jsl_en (#49)

* Add model 2023-03-30-summarizer_generic_jsl_en

* Update 2023-03-30-summarizer_generic_jsl_en.md

---------

Co-authored-by: Cabir40 <cabir4006@gmail.com>
Co-authored-by: Cabir C <64752006+Cabir40@users.noreply.github.com>

* Add model 2023-03-30-summarizer_clinical_jsl_augmented_en (#51)

* Update 2023-03-30-summarizer_generic_jsl_en.md

* Update 2023-03-30-text_generator_biomedical_biogpt_en.md

* Update 2023-03-30-summarizer_clinical_jsl_augmented_en.md

* 2023-04-02-ner_jsl_limited_80p_for_benchmarks_en (#58)

* Add model 2023-04-02-ner_jsl_limited_80p_for_benchmarks_en

* Update 2023-04-02-ner_jsl_limited_80p_for_benchmarks_en.md

* Update 2023-04-02-ner_jsl_limited_80p_for_benchmarks_en.md

---------

Co-authored-by: Damla-Gurbaz <dml.grbz.01@gmail.com>
Co-authored-by: Cabir C <64752006+Cabir40@users.noreply.github.com>
Co-authored-by: Veysel Kocaman <vkocaman@gmail.com>

* 2023-03-30-ner_vop_wip_en (#52)

* Add model 2023-03-30-ner_vop_wip_en

* Update 2023-03-30-ner_vop_wip_en.md

---------

Co-authored-by: mauro-nievoff <mauro.nievasoffidani@gmail.com>
Co-authored-by: Cabir C <64752006+Cabir40@users.noreply.github.com>

* 2023-03-30-umls_clinical_findings_resolver_pipeline_en (#47)

* Add model 2023-03-30-umls_clinical_findings_resolver_pipeline_en

* Add model 2023-03-30-cvx_resolver_pipeline_en

* Add model 2023-03-30-umls_disease_syndrome_resolver_pipeline_en

* Add model 2023-03-30-umls_major_concepts_resolver_pipeline_en

* Add model 2023-03-30-umls_drug_substance_resolver_pipeline_en

* Add model 2023-03-31-medication_resolver_pipeline_en

* Add model 2023-03-31-medication_resolver_transform_pipeline_en

* Add model 2023-03-31-spellcheck_clinical_pipeline_en

---------

Co-authored-by: Ahmetemintek <ahmetemin.tek.66@gmail.com>

* Add model 2023-04-03-ner_oncology_limited_80p_for_benchmarks_en (#61)

* 2023-04-03-text_generator_biomedical_biogpt_base_en (#60)

* Delete 2023-03-30-text_generator_biomedical_biogpt_en.md

* Update 2023-04-03-text_generator_generic_flan_base_en.md

* Update 2023-03-30-summarizer_clinical_jsl_augmented_en.md

* Update 2023-03-30-summarizer_generic_jsl_en.md

* Add model 2023-04-04-text_generator_generic_flan_t5_large_en (#64)

* 2023-04-07-embeddings_clinical_medium_en (#75)

* Add model 2023-04-07-embeddings_clinical_medium_en

* Update 2023-04-07-embeddings_clinical_medium_en.md

---------

Co-authored-by: Cabir40 <cabir4006@gmail.com>
Co-authored-by: Cabir C <64752006+Cabir40@users.noreply.github.com>

* Add model 2023-04-07-embeddings_clinical_large_en (#79)

* 2023-04-10-genericclassifier_sdoh_mental_health_embeddings_clinical_en (#81)

* Add model 2023-04-10-genericclassifier_sdoh_mental_health_embeddings_clinical_en

* Add model 2023-04-10-genericclassifier_sdoh_under_treatment_sbiobert_cased_mli_en

* Add model 2023-04-10-genericclassifier_sdoh_housing_insecurity_sbiobert_cased_mli_en

* added missing md files

* Add model 2023-04-10-genericclassifier_sdoh_mental_health_clinical_en

* Delete 2023-04-10-genericclassifier_sdoh_mental_health_embeddings_clinical_en.md

* Update 2023-04-10-genericclassifier_sdoh_under_treatment_sbiobert_cased_mli_en.md

* Update 2023-04-10-genericclassifier_sdoh_mental_health_clinical_en.md

* Update 2023-04-10-genericclassifier_sdoh_housing_insecurity_sbiobert_cased_mli_en.md

* Update 2023-04-10-genericclassifier_sdoh_under_treatment_sbiobert_cased_mli_en.md

* Update 2023-04-10-genericclassifier_sdoh_mental_health_clinical_en.md

---------

Co-authored-by: hsaglamlar <hsaglamlar@gmail.com>
Co-authored-by: Cabir ÇELİK <ogr.cabir.celik@ahievran.edu.tr>
Co-authored-by: Cabir C <64752006+Cabir40@users.noreply.github.com>

* 2023-04-10-medication_resolver_pipeline_en (#83)

* Add model 2023-04-10-medication_resolver_pipeline_en

* Add model 2023-04-11-medication_resolver_transform_pipeline_en

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Co-authored-by: SKocer <samedkocer22@gmail.com>

* 2023-04-11-umls_clinical_findings_resolver_pipeline_en (#89)

* Add model 2023-04-11-umls_clinical_findings_resolver_pipeline_en

* Add model 2023-04-11-umls_drug_substance_resolver_pipeline_en

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Co-authored-by: Cabir40 <cabir4006@gmail.com>

* 2023-04-12-ner_vop_emb_clinical_large_wip_en (#100)

* Add model 2023-04-12-ner_vop_emb_clinical_large_wip_en

* Add model 2023-04-12-ner_vop_emb_clinical_medium_wip_en

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Co-authored-by: mauro-nievoff <mauro.nievasoffidani@gmail.com>

* Add model 2023-04-12-biogpt_chat_jsl_en (#103)

Co-authored-by: Cabir40 <cabir4006@gmail.com>

* 2023-04-12-ner_oncology_emb_clinical_large_en (#101)

* Add model 2023-04-12-ner_oncology_emb_clinical_large_en

* Add model 2023-04-12-ner_oncology_emb_clinical_medium_en

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Co-authored-by: Meryem1425 <vildansarikaya25@gmail.com>

* 2023-04-12-ner_posology_emb_clinical_large_en (#99)

* Add model 2023-04-12-ner_posology_emb_clinical_large_en

* Update 2023-04-12-ner_posology_emb_clinical_large_en.md

Fixed the given sample text

* Add model 2023-04-12-ner_posology_emb_clinical_medium_en

* Update 2023-04-12-ner_posology_emb_clinical_medium_en.md

Corrected thr code block view

* Add model 2023-04-12-ner_deid_large_emb_clinical_large_en

* Update 2023-04-12-ner_deid_large_emb_clinical_large_en.md

Corrected the code block view

* Add model 2023-04-12-ner_deid_large_emb_clinical_medium_en

* Update 2023-04-12-ner_deid_large_emb_clinical_medium_en.md

corrected the python code block view

* Update 2023-04-12-ner_posology_emb_clinical_medium_en.md

Fixed scala code

* Update 2023-04-12-ner_posology_emb_clinical_large_en.md

Fixed scala code

---------

Co-authored-by: gokhanturer <mgturer@gmail.com>
Co-authored-by: Gökhan <81560784+gokhanturer@users.noreply.github.com>

* 2023-04-12-ner_jsl_emb_clinical_medium_en (#98)

* Add model 2023-04-12-ner_jsl_emb_clinical_medium_en

* Add model 2023-04-12-ner_jsl_emb_clinical_large_en

---------

Co-authored-by: Damla-Gurbaz <dml.grbz.01@gmail.com>

* 2023-04-12-ner_sdoh_emb_clinical_medium_wip_en (#96)

* Add model 2023-04-12-ner_sdoh_emb_clinical_medium_wip_en

* Add model 2023-04-12-ner_sdoh_emb_clinical_large_wip_en

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Co-authored-by: hsaglamlar <hsaglamlar@gmail.com>

* 2023-04-13-ndc_hcpcs_mapper_en (#113)

* Add model 2023-04-13-ndc_hcpcs_mapper_en

* Add model 2023-04-13-hcpcs_ndc_mapper_en

---------

Co-authored-by: Ahmetemintek <ahmetemin.tek.66@gmail.com>

* Add model 2023-04-13-medication_resolver_pipeline_en (#110)

Co-authored-by: Cabir40 <cabir4006@gmail.com>

* Add model 2023-04-17-ner_sdoh_emb_clinical_large_wip_en (#126)

* Add model 2023-04-18-biogpt_chat_jsl_conversational_en (#130)

Co-authored-by: HashamUlHaq <Haashaamulhaq@gmail.com>

* 2023-04-20-explain_clinical_doc_medication_en (#140)

* Add model 2023-04-20-explain_clinical_doc_medication_en

* Add model 2023-04-20-explain_clinical_doc_radiology_en

* Add model 2023-04-20-explain_clinical_doc_ade_en

* Add model 2023-04-20-explain_clinical_doc_era_en

* Add model 2023-04-20-explain_clinical_doc_carp_en

---------

Co-authored-by: Cabir40 <cabir4006@gmail.com>

* 2023-04-23-summarizer_jsl_radiology_en (#145)

* Update 2023-04-23-summarizer_jsl_radiology_en.md

* 2023-04-20-ner_vop_anatomy_wip_en (#139)

* 2023-04-26-ner_profiling_biobert_en (#151)

* 2023-04-27-genericclassifier_sdoh_housing_insecurity_sbiobert_cased_mli_en (#168)

* Update 2023-04-23-summarizer_jsl_radiology_en.md

* 2023-04-27-genericclassifier_sdoh_insurance_status_sbiobert_cased_mli_en (#170)

* Add model 2023-04-27-genericclassifier_sdoh_insurance_status_sbiobert_cased_mli_en

* Add model 2023-04-28-genericclassifier_sdoh_insurance_type_sbiobert_cased_mli_en

* Add model 2023-04-28-genericclassifier_sdoh_insurance_coverage_sbiobert_cased_mli_en

* Update 2023-04-27-genericclassifier_sdoh_insurance_status_sbiobert_cased_mli_en.md

* Update 2023-04-28-genericclassifier_sdoh_insurance_type_sbiobert_cased_mli_en.md

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Co-authored-by: hsaglamlar <hsaglamlar@gmail.com>
Co-authored-by: Halil Saglamlar <47859156+hsaglamlar@users.noreply.github.com>

* Add model 2023-05-01-bert_token_classifier_ner_jsl_en (#181)

Co-authored-by: Damla-Gurbaz <dml.grbz.01@gmail.com>

* Add model 2023-04-28-icd10cm_resolver_pipeline_en (#174)

Co-authored-by: Meryem1425 <vildansarikaya25@gmail.com>

* 2023-04-28-ner_profiling_biobert_en (#171)

* Add model 2023-04-28-ner_profiling_biobert_en

* Add model 2023-04-28-ner_profiling_clinical_en

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Co-authored-by: Cabir40 <cabir4006@gmail.com>

* Add model 2023-05-02-ner_demographic_extended_en (#187)

Co-authored-by: andrei9825 <andrei@johnsnowlabs.com>

* Add model 2023-05-04-classifier_logreg_ade_en (#194)

Co-authored-by: gpirge <gursev.pirge@gmail.com>

* 2023-05-04-ner_profiling_clinical_en (#196)

* Update 2023-05-04-bert_token_classifier_ner_jsl_en.md

Add benchmark

* fixed typos on 2023-05-04-bert_token_classifier_ner_jsl_en.md

* 2023-05-05-ner_clinical_de (#199)

* 2023-05-04-classifierml_ade_en (#197)

* 2023-05-08-summarizer_clinical_key_facts_en (#201)

* Add model 2023-05-08-summarizer_clinical_key_facts_en

* Update 2023-05-08-summarizer_clinical_key_facts_en.md

changed model name

* Update 2023-05-08-summarizer_clinical_key_facts_en.md

Changed description

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Co-authored-by: HashamUlHaq <Haashaamulhaq@gmail.com>
Co-authored-by: Damla Gurbaz <81505007+Damla-Gurbaz@users.noreply.github.com>

* renamed md file

* 2023-05-09-generic_logreg_classifier_ade_en (#202)

* Add model 2023-05-09-generic_logreg_classifier_ade_en

* Update 2023-05-09-generic_logreg_classifier_ade_en.md

corrected the indentations of the Python codes

* Update 2023-05-09-generic_logreg_classifier_ade_en.md

changed the title

* Add model 2023-05-09-generic_svm_classifier_ade_en

---------

Co-authored-by: gpirge <gursev.pirge@gmail.com>
Co-authored-by: gursev.pirge <67619330+gpirge@users.noreply.github.com>

* Add model 2023-05-08-ner_clinical_de (#200)

Co-authored-by: Ahmetemintek <ahmetemin.tek.66@gmail.com>

* Add model 2023-05-11-biogpt_chat_jsl_conditions_en (#204)

Co-authored-by: HashamUlHaq <Haashaamulhaq@gmail.com>

* 2023-05-11-classifier_logreg_ade_en (#209)

* Add model 2023-05-11-classifier_logreg_ade_en

* Add model 2023-05-11-classifierml_ade_en

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Co-authored-by: gpirge <gursev.pirge@gmail.com>

* 2023-05-12-ner_abbreviation_emb_clinical_medium_en (#214)

* Add model 2023-05-12-ner_abbreviation_emb_clinical_medium_en

* Add model 2023-05-12-ner_abbreviation_emb_clinical_large_en

* Update 2023-05-12-ner_abbreviation_emb_clinical_medium_en.md

* Update 2023-05-12-ner_abbreviation_emb_clinical_large_en.md

---------

Co-authored-by: Damla-Gurbaz <dml.grbz.01@gmail.com>
Co-authored-by: Damla Gurbaz <81505007+Damla-Gurbaz@users.noreply.github.com>

* 2023-05-11-icd10cm_cause_claim_mapper_en (#210)

* Add model 2023-05-11-icd10cm_cause_claim_mapper_en

* Update 2023-05-11-icd10cm_cause_claim_mapper_en.md

The provided example is updated based on the review. Additional explanation is added for the case where there is no equivalent claim analysis code.

* Update 2023-05-11-icd10cm_cause_claim_mapper_en.md

* Update 2023-05-11-icd10cm_cause_claim_mapper_en.md

* Update 2023-05-11-icd10cm_cause_claim_mapper_en.md

* Update 2023-05-11-icd10cm_cause_claim_mapper_en.md

The output results are changed.

---------

Co-authored-by: SKocer <samedkocer22@gmail.com>
Co-authored-by: Samed K <110497137+SKocer@users.noreply.github.com>
Co-authored-by: muhammetsnts <76607915+muhammetsnts@users.noreply.github.com>

* Add model 2023-05-13-spellcheck_drug_norvig_en (#220)

Co-authored-by: Ahmetemintek <ahmetemin.tek.66@gmail.com>

* Update 2023-05-08-summarizer_clinical_guidelines_large_en.md

* 2023-05-15-ner_anatomy_emb_clinical_medium_en (#225)

* Add model 2023-05-15-ner_anatomy_emb_clinical_medium_en

* Add model 2023-05-15-ner_anatomy_emb_clinical_large_en

* Update 2023-05-15-ner_anatomy_emb_clinical_medium_en.md

* Update 2023-05-15-ner_anatomy_emb_clinical_large_en.md

* Update 2023-05-15-ner_anatomy_emb_clinical_medium_en.md

* Update 2023-05-15-ner_anatomy_emb_clinical_large_en.md

* Update 2023-05-15-ner_anatomy_emb_clinical_medium_en.md

---------

Co-authored-by: gokhanturer <mgturer@gmail.com>
Co-authored-by: Gökhan <81560784+gokhanturer@users.noreply.github.com>

* 2023-05-15-biogpt_pubmed_qa_en (#227)

* Add model 2023-05-15-biogpt_pubmed_qa_en

* Update 2023-05-15-biogpt_pubmed_qa_en.md

* Add model 2023-05-15-flan_t5_base_jsl_qa_en

* Update 2023-05-15-flan_t5_base_jsl_qa_en.md

---------

Co-authored-by: Cabir40 <cabir4006@gmail.com>
Co-authored-by: Cabir C <64752006+Cabir40@users.noreply.github.com>

* Add model 2023-05-17-medical_qa_biogpt_en (#234)

Co-authored-by: Cabir40 <cabir4006@gmail.com>

* Update 2023-04-20-explain_clinical_doc_carp_en.md

* Update 2023-04-20-explain_clinical_doc_era_en.md

* Update 2023-04-20-explain_clinical_doc_carp_en.md

* Update 2023-04-28-icd10cm_resolver_pipeline_en.md

* Update 2023-05-08-summarizer_clinical_guidelines_large_en.md

* 2023-05-20-sbiobertresolve_icd10cm_augmented_en (#243)

* Add model 2023-05-20-sbiobertresolve_icd10cm_augmented_en

* Update 2023-05-20-sbiobertresolve_icd10cm_augmented_en.md

* Update 2023-05-20-sbiobertresolve_icd10cm_augmented_en.md

* Update 2023-05-20-sbiobertresolve_icd10cm_augmented_en.md

---------

Co-authored-by: Ahmetemintek <ahmetemin.tek.66@gmail.com>
Co-authored-by: muhammetsnts <76607915+muhammetsnts@users.noreply.github.com>

* 2023-05-21-ner_ade_emb_clinical_medium_en (#244)

* Add model 2023-05-21-ner_ade_emb_clinical_medium_en

* Add model 2023-05-21-ner_ade_emb_clinical_large_en

* Add model 2023-05-24-ner_cellular_emb_clinical_medium_en

* Add model 2023-05-24-ner_cellular_emb_clinical_large_en

---------

Co-authored-by: Damla-Gurbaz <dml.grbz.01@gmail.com>

* 2023-05-23-ner_bacterial_species_emb_clinical_medium_en (#252)

* Add model 2023-05-23-ner_bacterial_species_emb_clinical_medium_en

* Update 2023-05-23-ner_bacterial_species_emb_clinical_medium_en.md

* Add model 2023-05-23-ner_bacterial_species_emb_clinical_large_en

* Update 2023-05-23-ner_bacterial_species_emb_clinical_large_en.md

* Update 2023-05-23-ner_bacterial_species_emb_clinical_medium_en.md

* Update 2023-05-23-ner_bacterial_species_emb_clinical_large_en.md

* Update 2023-05-23-ner_bacterial_species_emb_clinical_medium_en.md

---------

Co-authored-by: gokhanturer <mgturer@gmail.com>
Co-authored-by: Gökhan <81560784+gokhanturer@users.noreply.github.com>

* 2023-05-19-ner_vop_wip_en (#242)

* Add model 2023-05-19-ner_vop_wip_en

* Add model 2023-05-19-ner_vop_wip_embeddings_clinical_medium_en

* Add model 2023-05-19-ner_vop_wip_embeddings_clinical_large_en

* Add model 2023-05-19-ner_vop_anatomy_wip_en

* Add model 2023-05-19-ner_vop_clinical_dept_wip_en

* Add model 2023-05-19-ner_vop_demographic_wip_en

* Add model 2023-05-19-ner_vop_problem_reduced_wip_en

* Add model 2023-05-19-ner_vop_problem_wip_en

* Add model 2023-05-19-ner_vop_temporal_wip_en

* Add model 2023-05-19-ner_vop_test_wip_en

* Add model 2023-05-19-ner_vop_treatment_wip_en

* Update 2023-05-19-ner_vop_anatomy_wip_en.md

Fixing wrong special character (").

* Update 2023-05-19-ner_vop_treatment_wip_en.md

Fixing special character (" to ').

* Update 2023-05-19-ner_vop_test_wip_en.md

Fixing special character (" to ').

* Update 2023-05-19-ner_vop_temporal_wip_en.md

Special character fix (" to ').

* Update 2023-05-19-ner_vop_problem_wip_en.md

Special character fix (" to ').

* Update 2023-05-19-ner_vop_problem_reduced_wip_en.md

Special character fix (" to ').

* Update 2023-05-19-ner_vop_demographic_wip_en.md

Special character fix (" to ').

* Update 2023-05-19-ner_vop_clinical_dept_wip_en.md

Adding sample text.

* Update 2023-05-19-ner_vop_wip_embeddings_clinical_large_en.md

Special character fix (" to ').

* Update 2023-05-19-ner_vop_wip_embeddings_clinical_medium_en.md

Special character fix (" to ').

* Update 2023-05-19-ner_vop_wip_en.md

Special character fix (" to ').

* Update 2023-05-19-ner_vop_wip_embeddings_clinical_medium_en.md

Changing model name ner_vop_wip_embeddings_clinical_medium to ner_vop_wip_emb_clinical_medium.

* Update 2023-05-19-ner_vop_wip_embeddings_clinical_large_en.md

Changing model name ner_vop_wip_embeddings_clinical_large to ner_vop_wip_emb_clinical_large.

* Update 2023-05-19-ner_vop_wip_embeddings_clinical_medium_en.md

Changed s3 link.

* Update 2023-05-19-ner_vop_wip_embeddings_clinical_large_en.md

Changed s3 link.

* Add model 2023-05-24-bert_sequence_classifier_vop_side_effect_en

* Update 2023-05-24-bert_sequence_classifier_vop_side_effect_en.md

* Update 2023-05-24-bert_sequence_classifier_vop_side_effect_en.md

Minor edit.

* Update 2023-05-24-bert_sequence_classifier_vop_side_effect_en.md

Minor edit.

---------

Co-authored-by: mauro-nievoff <mauro.nievasoffidani@gmail.com>
Co-authored-by: mauro-nievoff <55700369+mauro-nievoff@users.noreply.github.com>

* 2023-05-24-sbiobertresolve_icd10cm_generalised_augmented_en (#256)

* 2023-05-29-summarizer_clinical_jsl_pipeline_en (#282)

* 2023-05-29-arabic_medical_ner_model_specific_17_entities_ar (#283)

* Add model 2023-05-29-arabic_medical_ner_model_specific_17_entities_ar

* Update 2023-05-29-arabic_medical_ner_model_specific_17_entities_ar.md

* update md file name

* Add model 2023-05-30-ner_deid_generic_ar

* fixed typos

* fixed typos

---------

Co-authored-by: mellahysf <ysfmell@gmail.com>
Co-authored-by: Cabir C <64752006+Cabir40@users.noreply.github.com>
Co-authored-by: Cabir ÇELİK <ogr.cabir.celik@ahievran.edu.tr>

* 2023-05-29-summarizer_clinical_layman_en (#280)

* Add model 2023-05-29-summarizer_clinical_layman_en

* Update 2023-05-29-summarizer_clinical_layman_en.md

* update model name

* Added English names to the example text

---------

Co-authored-by: dcecchini <dadachini@hotmail.com>
Co-authored-by: Cabir ÇELİK <ogr.cabir.celik@ahievran.edu.tr>

* 2023-05-26-icd10cm_billable_hcc_mapper_en (#266)

* Add model 2023-05-26-icd10cm_billable_hcc_mapper_en

* Update 2023-05-26-icd10cm_billable_hcc_mapper_en.md

md file was fixed based on the feedback.

* Update 2023-05-26-icd10cm_billable_hcc_mapper_en.md

---------

Co-authored-by: Ahmetemintek <ahmetemin.tek.66@gmail.com>
Co-authored-by: muhammetsnts <76607915+muhammetsnts@users.noreply.github.com>

* 2023-05-16-classifier_logreg_ade_en (#232)

* 2023-05-30-genericclassifier_sdoh_housing_insecurity_sbiobert_cased_mli_en (#299)

* 2023-05-30-icd10cm_mapper_en (#295)

* 2023-05-31-sbiobertresolve_hcc_augmented_en (#304)

* Add model 2023-05-31-sbiobertresolve_hcc_augmented_en

* Update 2023-05-31-sbiobertresolve_hcc_augmented_en.md

---------

Co-authored-by: Ahmetemintek <ahmetemin.tek.66@gmail.com>

* 2023-05-31-summarizer_clinical_guidelines_large_pipeline_en (#305)

* Add model 2023-05-31-summarizer_clinical_guidelines_large_pipeline_en

* Add model 2023-05-31-summarizer_radiology_pipeline_en

* Add model 2023-05-31-summarizer_clinical_questions_pipeline_en

* Add model 2023-05-31-summarizer_biomedical_pubmed_pipeline_en

* Delete 2023-05-31-summarizer_biomedical_pubmed_pipeline_en.md

* Add model 2023-05-31-summarizer_generic_jsl_pipeline_en

* Add model 2023-05-31-summarizer_biomedical_pubmed_pipeline_en

* Add model 2023-05-31-summarizer_clinical_jsl_augmented_pipeline_en

* Add model 2023-05-31-summarizer_clinical_jsl_pipeline_en

---------

Co-authored-by: Damla-Gurbaz <dml.grbz.01@gmail.com>
Co-authored-by: Damla Gurbaz <81505007+Damla-Gurbaz@users.noreply.github.com>

* 2023-05-31-sbertresolve_icd10cm_slim_billable_hcc_en (#302)

* 2023-05-31-sbertresolve_icd10cm_augmented_en (#306)

* Update 2023-05-26-icd10cm_billable_hcc_mapper_en.md

* 2023-05-31-ner_deid_subentity_pipeline_ar (#313)

* Add model 2023-05-31-ner_deid_subentity_pipeline_ar

* Add model 2023-05-31-ner_deid_generic_pipeline_ar

---------

Co-authored-by: mellahysf <ysfmell@gmail.com>

* 2023-05-31-ner_deid_subentity_pipeline_ar (#313)

* Add model 2023-05-31-ner_deid_subentity_pipeline_ar

* Add model 2023-05-31-ner_deid_generic_pipeline_ar

* Update 2023-05-31-ner_deid_subentity_pipeline_ar.md

---------

Co-authored-by: mellahysf <ysfmell@gmail.com>
Co-authored-by: Cabir C <64752006+Cabir40@users.noreply.github.com>

* 2023-06-02-ner_chemicals_emb_clinical_large_en (#327)

* Add model 2023-06-06-ner_deid_generic_pipeline_ar (#351)

* 2023-06-06-ner_vop_en (#350)

* Add model 2023-06-08-ner_demographic_extended_healthcare_en (#359)

Co-authored-by: Cabir40 <cabir4006@gmail.com>

* 2023-06-06-summarizer_clinical_laymen_pipeline_en (#352)

* Add model 2023-06-06-summarizer_clinical_laymen_pipeline_en

* Add model 2023-06-06-bert_token_classifier_ner_jsl_pipeline_en

* Add model 2023-06-06-bert_token_classifier_ner_jsl_pipeline_en

* Add model 2023-06-07-bert_token_classifier_ner_jsl_pipeline_en

---------

Co-authored-by: Damla-Gurbaz <dml.grbz.01@gmail.com>

* Add model 2023-06-11-ner_profiling_biobert_en (#362)

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

* 2023-06-09-ner_vop_pipeline_en (#361)

* Add model 2023-06-09-ner_vop_pipeline_en

* Add model 2023-06-09-ner_vop_anatomy_pipeline_en

* Add model 2023-06-10-ner_vop_clinical_dept_pipeline_en

* Add model 2023-06-10-ner_vop_demographic_pipeline_en

* Add model 2023-06-10-ner_vop_problem_pipeline_en

* Add model 2023-06-10-ner_vop_problem_reduced_pipeline_en

* Add model 2023-06-10-ner_vop_temporal_pipeline_en

* Add model 2023-06-10-ner_vop_test_pipeline_en

* Add model 2023-06-10-ner_vop_treatment_pipeline_en

---------

Co-authored-by: mauro-nievoff <mauro.nievasoffidani@gmail.com>

* Add model 2023-06-13-ner_sdoh_en (#370)

Co-authored-by: hsaglamlar <hsaglamlar@gmail.com>

* Add model 2023-06-13-icd10cm_umls_mapping_en (#373)

Co-authored-by: C-K-Loan <christian.kasim.loan@gmail.com>

* 2023-06-13-ner_profiling_biobert_en (#368)

* Add model 2023-06-13-ner_profiling_biobert_en

* Add model 2023-06-13-explain_clinical_doc_carp_en

* Add model 2023-06-13-explain_clinical_doc_era_en

* Add model 2023-06-13-snomed_icd10cm_mapping_en

* Add model 2023-06-13-icd10cm_umls_mapping_en

* Add model 2023-06-13-mesh_umls_mapping_en

* Add model 2023-06-13-snomed_umls_mapping_en

* Add model 2023-06-13-re_bodypart_directions_pipeline_en

* Add model 2023-06-13-icd10_icd9_mapping_en

* Add model 2023-06-13-re_bodypart_proceduretest_pipeline_en

* Add model 2023-06-13-re_human_phenotype_gene_clinical_pipeline_en

* Add model 2023-06-13-re_temporal_events_clinical_pipeline_en

* Add model 2023-06-13-re_temporal_events_enriched_clinical_pipeline_en

* Add model 2023-06-13-re_test_problem_finding_pipeline_en

* Add model 2023-06-13-re_test_result_date_pipeline_en

* Add model 2023-06-13-explain_clinical_doc_medication_en

* Add model 2023-06-13-icdo_snomed_mapping_en

* Add model 2023-06-13-rxnorm_ndc_mapping_en

* Add model 2023-06-13-snomed_icdo_mapping_en

* Add model 2023-06-13-oncology_general_pipeline_en

* Add model 2023-06-13-oncology_biomarker_pipeline_en

* Add model 2023-06-13-ner_eu_clinical_condition_pipeline_eu

* Add model 2023-06-13-ner_eu_clinical_case_pipeline_en

* Add model 2023-06-13-ner_eu_clinical_case_pipeline_es

* Add model 2023-06-13-ner_eu_clinical_case_pipeline_eu

* Add model 2023-06-13-ner_eu_clinical_case_pipeline_fr

* Add model 2023-06-13-ner_eu_clinical_condition_pipeline_es

* Add model 2023-06-13-ner_eu_clinical_condition_pipeline_fr

* Add model 2023-06-13-ner_eu_clinical_condition_pipeline_it

* Add model 2023-06-13-ner_oncology_anatomy_general_healthcare_pipeline_en

* Add model 2023-06-13-ner_oncology_anatomy_general_pipeline_en

* Add model 2023-06-13-ner_oncology_biomarker_healthcare_pipeline_en

* Add model 2023-06-13-ner_oncology_posology_pipeline_en

* Add model 2023-06-13-ner_oncology_unspecific_posology_healthcare_pipeline_en

* Add model 2023-06-13-ner_sdoh_mentions_pipeline_en

* Add model 2023-06-13-ner_clinical_bert_pipeline_ro

* Add model 2023-06-13-ner_clinical_pipeline_ro

* Add model 2023-06-13-ner_clinical_trials_abstracts_pipeline_es

* Add model 2023-06-13-ner_covid_trials_pipeline_en

* Add model 2023-06-13-ner_deid_generic_bert_pipeline_ro

* Add model 2023-06-13-ner_deid_generic_pipeline_ro

* Add model 2023-06-13-ner_deid_subentity_bert_pipeline_ro

* Add model 2023-06-13-ner_deid_subentity_pipeline_ro

* Add model 2023-06-13-ner_living_species_300_pipeline_es

* Add model 2023-06-13-ner_negation_uncertainty_pipeline_es

* Add model 2023-06-13-ner_oncology_biomarker_pipeline_en

* Add model 2023-06-13-ner_oncology_demographics_pipeline_en

* Add model 2023-06-13-ner_oncology_diagnosis_pipeline_en

* Add model 2023-06-13-ner_oncology_response_to_treatment_pipeline_en

* Add model 2023-06-13-ner_oncology_test_pipeline_en

* Add model 2023-06-13-ner_oncology_therapy_pipeline_en

* Add model 2023-06-13-ner_oncology_tnm_pipeline_en

* Add model 2023-06-13-ner_oncology_unspecific_posology_pipeline_en

* Add model 2023-06-13-ner_pharmacology_pipeline_es

* Add model 2023-06-13-ner_deid_generic_glove_pipeline_en

* Add model 2023-06-13-ner_deid_generic_pipeline_it

* Add model 2023-06-13-ner_deid_subentity_glove_pipeline_en

* Add model 2023-06-13-ner_deid_subentity_pipeline_it

* Add model 2023-06-13-ner_deid_synthetic_pipeline_en

* Add model 2023-06-13-ner_living_species_bert_pipeline_es

* Add model 2023-06-13-ner_living_species_bert_pipeline_fr

* Add model 2023-06-13-ner_living_species_bert_pipeline_it

* Add model 2023-06-13-ner_living_species_bert_pipeline_pt

* Add model 2023-06-13-ner_living_species_bert_pipeline_ro

* Add model 2023-06-13-ner_living_species_pipeline_ca

* Add model 2023-06-13-ner_living_species_pipeline_en

* Add model 2023-06-13-ner_living_species_pipeline_es

* Add model 2023-06-13-ner_living_species_pipeline_fr

* Add model 2023-06-13-ner_living_species_pipeline_gl

* Add model 2023-06-13-ner_living_species_pipeline_it

* Add model 2023-06-13-ner_living_species_pipeline_pt

* Add model 2023-06-13-ner_living_species_roberta_pipeline_es

* Add model 2023-06-13-ner_living_species_roberta_pipeline_pt

* Add model 2023-06-13-ner_chemd_clinical_pipeline_en

* Add model 2023-06-13-ner_nature_nero_clinical_pipeline_en

* Add model 2023-06-13-ner_supplement_clinical_pipeline_en

* Add model 2023-06-13-nerdl_tumour_demo_pipeline_en

* Add model 2023-06-13-ner_diag_proc_pipeline_es

* Add model 2023-06-13-ner_healthcare_pipeline_de

* Add model 2023-06-13-ner_healthcare_slim_pipeline_de

* Add model 2023-06-13-ner_neoplasms_pipeline_es

* Add model 2023-06-13-bert_token_classifier_ade_tweet_binary_pipeline_en

* Add model 2023-06-13-bert_token_classifier_negation_uncertainty_pipeline_es

* Add model 2023-06-13-bert_token_classifier_ner_ade_binary_pipeline_en

* Add model 2023-06-13-bert_token_classifier_disease_mentions_tweet_pipeline_es

* Add model 2023-06-13-bert_token_classifier_ner_anatem_pipeline_en

* Add model 2023-06-13-bert_token_classifier_ner_bc5cdr_chemicals_pipeline_en

* Add model 2023-06-13-bert_token_classifier_ner_bc4chemd_chemicals_pipeline_en

* Add model 2023-06-13-bert_token_classifier_ner_clinical_trials_abstracts_pipeline_en

* Add model 2023-06-13-bert_token_classifier_ner_living_species_pipeline_es

* Add model 2023-06-13-bert_token_classifier_ner_living_species_pipeline_en

* Add model 2023-06-13-bert_token_classifier_ner_bc2gm_gene_pipeline_en

* Add model 2023-06-13-bert_token_classifier_ner_linnaeus_species_pipeline_en

* Add model 2023-06-13-bert_token_classifier_ner_living_species_pipeline_pt

* Add model 2023-06-13-bert_token_classifier_ner_jnlpba_cellular_pipeline_en

* Add model 2023-06-13-ner_living_species_biobert_pipeline_en

* Add model 2023-06-13-bert_token_classifier_pharmacology_pipeline_es

* Add model 2023-06-13-bert_token_classifier_ner_species_pipeline_en

* Add model 2023-06-13-bert_token_classifier_ner_clinical_trials_abstracts_pipeline_es

* Add model 2023-06-13-bert_token_classifier_ner_bc5cdr_disease_pipeline_en

* Add model 2023-06-13-bert_token_classifier_ner_living_species_pipeline_it

* Add model 2023-06-13-bert_token_classifier_ner_pathogen_pipeline_en

* Add model 2023-06-13-bert_token_classifier_ner_ncbi_disease_pipeline_en

---------

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

* 2023-06-13-ner_profiling_biobert_en (#375)

* Add model 2023-06-13-ner_profiling_biobert_en

* Add model 2023-06-13-snomed_icd10cm_mapping_en

* Add model 2023-06-13-recognize_entities_posology_en

* Add model 2023-06-13-icd10cm_umls_mapping_en

* Add model 2023-06-13-mesh_umls_mapping_en

* Add model 2023-06-13-clinical_deidentification_de

* Add model 2023-06-13-rxnorm_mesh_mapping_en

* Add model 2023-06-13-clinical_deidentification_augmented_es

* Add model 2023-06-13-clinical_deidentification_es

* Add model 2023-06-13-clinical_deidentification_glove_en

* Add model 2023-06-13-clinical_deidentification_fr

* Add model 2023-06-13-ner_deid_generic_augmented_pipeline_en

* Add model 2023-06-13-snomed_umls_mapping_en

* Add model 2023-06-13-rxnorm_umls_mapping_en

* Add model 2023-06-13-icd10_icd9_mapping_en

* Add model 2023-06-13-bert_token_classifier_ner_jsl_pipeline_en

* Add model 2023-06-13-clinical_deidentification_it

* Add model 2023-06-13-re_bodypart_directions_pipeline_en

* Add model 2023-06-13-re_bodypart_proceduretest_pipeline_en

* Add model 2023-06-13-re_human_phenotype_gene_clinical_pipeline_en

* Add model 2023-06-13-re_temporal_events_clinical_pipeline_en

* Add model 2023-06-13-re_temporal_events_enriched_clinical_pipeline_en

* Add model 2023-06-13-re_test_problem_finding_pipeline_en

* Add model 2023-06-13-re_test_result_date_pipeline_en

* Add model 2023-06-13-clinical_deidentification_pt

* Add model 2023-06-13-bert_sequence_classifier_binary_rct_biobert_pipeline_en

* Add model 2023-06-13-icd10cm_snomed_mapping_en

* Add model 2023-06-13-icdo_snomed_mapping_en

* Add model 2023-06-13-rxnorm_ndc_mapping_en

* Add model 2023-06-13-clinical_deidentification_ro

* Add model 2023-06-13-clinical_deidentification_slim_en

* Add model 2023-06-13-ner_medication_pipeline_en

* Add model 2023-06-13-snomed_icdo_mapping_en

* Add model 2023-06-13-ner_deid_subentity_pipeline_ar

---------

Co-authored-by: C-K-Loan <christian.kasim.loan@gmail.com>

* 2023-06-13-bert_sequence_classifier_vop_drug_side_effect_en (#376)

* Add model 2023-06-14-clinical_deidentification_ar (#382)

* 2023-06-13-recognize_entities_posology_en (#378)

* Add model 2023-06-13-recognize_entities_posology_en

* Add model 2023-06-13-snomed_icd10cm_mapping_en

* Add model 2023-06-13-icd10cm_umls_mapping_en

* Add model 2023-06-13-mesh_umls_mapping_en

* Add model 2023-06-13-clinical_deidentification_de

* Add model 2023-06-13-clinical_deidentification_es

* Add model 2023-06-13-snomed_umls_mapping_en

* Add model 2023-06-13-rxnorm_umls_mapping_en

* Add model 2023-06-13-clinical_deidentification_glove_en

* Add model 2023-06-13-ner_deid_generic_augmented_pipeline_en

* Add model 2023-06-13-clinical_deidentification_fr

* Add model 2023-06-13-icd10_icd9_mapping_en

* Add model 2023-06-13-bert_token_classifier_ner_jsl_pipeline_en

* Add model 2023-06-13-clinical_deidentification_augmented_es

* Add model 2023-06-13-rxnorm_mesh_mapping_en

* Add model 2023-06-13-re_bodypart_directions_pipeline_en

* Add model 2023-06-13-clinical_deidentification_it

* Add model 2023-06-13-re_bodypart_proceduretest_pipeline_en

* Add model 2023-06-13-re_human_phenotype_gene_clinical_pipeline_en

* Add model 2023-06-13-re_temporal_events_clinical_pipeline_en

* Add model 2023-06-13-re_temporal_events_enriched_clinical_pipeline_en

* Add model 2023-06-13-re_test_problem_finding_pipeline_en

* Add model 2023-06-13-re_test_result_date_pipeline_en

* Add model 2023-06-13-clinical_deidentification_pt

* Add model 2023-06-13-bert_sequence_classifier_binary_rct_biobert_pipeline_en

* Add model 2023-06-13-icd10cm_snomed_mapping_en

* Add model 2023-06-13-icdo_snomed_mapping_en

* Add model 2023-06-13-rxnorm_ndc_mapping_en

* Add model 2023-06-13-clinical_deidentification_ro

* Add model 2023-06-13-clinical_deidentification_slim_en

* Add model 2023-06-13-ner_medication_pipeline_en

* Add model 2023-06-13-snomed_icdo_mapping_en

* Add model 2023-06-13-ner_deid_subentity_pipeline_ar

---------

Co-authored-by: Cabir40 <cabir4006@gmail.com>

* 2023-06-13-bert_sequence_classifier_vop_side_effect_pipeline_en (#380)

* Add model 2023-06-15-ner_profiling_biobert_en (#397)

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

* Add model 2023-06-16-ner_profiling_biobert_en (#399)

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

* Add model 2023-06-16-ner_profiling_biobert_en (#400)

Co-authored-by: Cabir40 <cabir4006@gmail.com>

* 2023-06-16-ner_profiling_biobert_en (#401)

* Add model 2023-06-16-ner_profiling_biobert_en

* Add model 2023-06-16-clinical_deidentification_en

* Add model 2023-06-16-explain_clinical_doc_carp_en

* Add model 2023-06-16-explain_clinical_doc_era_en

* Add model 2023-06-16-recognize_entities_posology_en

* Add model 2023-06-16-explain_clinical_doc_ade_en

* Add model 2023-06-16-snomed_icd10cm_mapping_en

* Add model 2023-06-16-snomed_umls_mapping_en

* Add model 2023-06-16-mesh_umls_mapping_en

* Add model 2023-06-16-clinical_deidentification_de

* Add model 2023-06-16-clinical_deidentification_es

* Add model 2023-06-16-rxnorm_umls_mapping_en

* Add model 2023-06-16-rxnorm_mesh_mapping_en

* Add model 2023-06-16-icd10_icd9_mapping_en

* Add model 2023-06-16-bert_token_classifier_ner_cellular_pipeline_en

* Add model 2023-06-16-icd10cm_umls_mapping_en

* Add model 2023-06-16-bert_token_classifier_ner_chemicals_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_chemprot_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_anatomy_pipeline_en

---------

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

* 2023-06-16-clinical_deidentification_fr (#403)

* Add model 2023-06-16-clinical_deidentification_fr

* Add model 2023-06-16-bert_token_classifier_ner_clinical_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_jsl_slim_pipeline_en

* Add model 2023-06-16-clinical_deidentification_augmented_es

* Add model 2023-06-16-bert_token_classifier_ner_deid_pipeline_en

* Add model 2023-06-16-jsl_ner_wip_greedy_clinical_pipeline_en

* Add model 2023-06-16-jsl_ner_wip_greedy_biobert_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_drugs_pipeline_en

* Add model 2023-06-16-jsl_ner_wip_modifier_clinical_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_bionlp_pipeline_en

* Add model 2023-06-16-jsl_rd_ner_wip_greedy_clinical_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_ade_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_bacteria_pipeline_en

* Add model 2023-06-16-clinical_deidentification_glove_en

* Add model 2023-06-16-ner_abbreviation_clinical_pipeline_en

* Add model 2023-06-16-jsl_rd_ner_wip_greedy_biobert_pipeline_en

* Add model 2023-06-16-ner_ade_biobert_pipeline_en

* Add model 2023-06-16-ner_ade_clinical_pipeline_en

* Add model 2023-06-16-jsl_ner_wip_clinical_pipeline_en

* Add model 2023-06-16-ner_ade_clinicalbert_pipeline_en

* Add model 2023-06-16-ner_anatomy_coarse_biobert_pipeline_en

* Add model 2023-06-16-ner_anatomy_biobert_pipeline_en

* Add model 2023-06-16-ner_anatomy_coarse_pipeline_en

* Add model 2023-06-16-ner_anatomy_pipeline_en

* Add model 2023-06-16-ner_bacterial_species_pipeline_en

* Add model 2023-06-16-ner_biomarker_pipeline_en

* Add model 2023-06-16-ner_bionlp_biobert_pipeline_en

* Add model 2023-06-16-ner_bionlp_pipeline_en

* Add model 2023-06-16-ner_cancer_genetics_pipeline_en

* Add model 2023-06-16-ner_cellular_biobert_pipeline_en

* Add model 2023-06-16-ner_cellular_pipeline_en

* Add model 2023-06-16-ner_chemicals_pipeline_en

* Add model 2023-06-16-ner_chemprot_biobert_pipeline_en

* Add model 2023-06-16-ner_chemprot_clinical_pipeline_en

* Add model 2023-06-16-ner_chexpert_pipeline_en

* Add model 2023-06-16-ner_clinical_biobert_pipeline_en

* Add model 2023-06-16-ner_clinical_large_pipeline_en

* Add model 2023-06-16-ner_clinical_pipeline_en

* Add model 2023-06-16-ner_deid_augmented_pipeline_en

* Add model 2023-06-16-ner_deid_biobert_pipeline_en

* Add model 2023-06-16-ner_deid_enriched_biobert_pipeline_en

* Add model 2023-06-16-ner_deid_enriched_pipeline_en

* Add model 2023-06-16-ner_deid_generic_augmented_pipeline_en

* Add model 2023-06-16-ner_deid_generic_pipeline_de

* Add model 2023-06-16-ner_deid_large_pipeline_en

* Add model 2023-06-16-ner_deid_sd_large_pipeline_en

* Add model 2023-06-16-ner_deid_sd_pipeline_en

* Add model 2023-06-16-ner_deid_subentity_augmented_i2b2_pipeline_en

* Add model 2023-06-16-ner_deid_subentity_augmented_pipeline_en

* Add model 2023-06-16-ner_deid_subentity_pipeline_de

* Add model 2023-06-16-ner_deidentify_dl_pipeline_en

* Add model 2023-06-16-ner_diseases_biobert_pipeline_en

* Add model 2023-06-16-ner_diseases_large_pipeline_en

* Add model 2023-06-16-ner_diseases_pipeline_en

* Add model 2023-06-16-ner_drugprot_clinical_pipeline_en

* Add model 2023-06-16-ner_drugs_greedy_pipeline_en

* Add model 2023-06-16-ner_drugs_large_pipeline_en

* Add model 2023-06-16-ner_drugs_pipeline_en

* Add model 2023-06-16-ner_events_admission_clinical_pipeline_en

* Add model 2023-06-16-ner_events_biobert_pipeline_en

* Add model 2023-06-16-ner_events_clinical_pipeline_en

* Add model 2023-06-16-ner_genetic_variants_pipeline_en

* Add model 2023-06-16-ner_human_phenotype_gene_biobert_pipeline_en

* Add model 2023-06-16-ner_human_phenotype_gene_clinical_pipeline_en

* Add model 2023-06-16-ner_human_phenotype_go_biobert_pipeline_en

* Add model 2023-06-16-ner_human_phenotype_go_clinical_pipeline_en

* Add model 2023-06-16-ner_jsl_biobert_pipeline_en

* Add model 2023-06-16-ner_jsl_enriched_biobert_pipeline_en

* Add model 2023-06-16-ner_jsl_enriched_pipeline_en

* Add model 2023-06-16-ner_jsl_greedy_biobert_pipeline_en

* Add model 2023-06-16-ner_jsl_greedy_pipeline_en

* Add model 2023-06-16-ner_jsl_pipeline_en

* Add model 2023-06-16-ner_jsl_slim_pipeline_en

* Add model 2023-06-16-ner_measurements_clinical_pipeline_en

* Add model 2023-06-16-ner_medmentions_coarse_pipeline_en

* Add model 2023-06-16-ner_nihss_pipeline_en

* Add model 2023-06-16-ner_posology_biobert_pipeline_en

* Add model 2023-06-16-ner_posology_experimental_pipeline_en

* Add model 2023-06-16-ner_posology_greedy_pipeline_en

* Add model 2023-06-16-ner_posology_large_biobert_pipeline_en

* Add model 2023-06-16-ner_posology_large_pipeline_en

* Add model 2023-06-16-ner_posology_pipeline_en

* Add model 2023-06-16-ner_posology_small_pipeline_en

* Add model 2023-06-16-ner_radiology_pipeline_en

* Add model 2023-06-16-ner_radiology_wip_clinical_pipeline_en

* Add model 2023-06-16-ner_risk_factors_biobert_pipeline_en

* Add model 2023-06-16-ner_risk_factors_pipeline_en

* Add model 2023-06-16-clinical_deidentification_glove_augmented_en

* Add model 2023-06-16-ner_events_healthcare_pipeline_en

* Add model 2023-06-16-ner_ade_healthcare_pipeline_en

* Add model 2023-06-16-ner_healthcare_pipeline_en

* Add model 2023-06-16-ner_posology_healthcare_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_jsl_pipeline_en

* Add model 2023-06-16-bert_token_classifier_drug_development_trials_pipeline_en

* Add model 2023-06-16-clinical_deidentification_it

* Add model 2023-06-16-explain_clinical_doc_radiology_en

* Add model 2023-06-16-re_bodypart_directions_pipeline_en

* Add model 2023-06-16-re_bodypart_proceduretest_pipeline_en

* Add model 2023-06-16-re_human_phenotype_gene_clinical_pipeline_en

* Add model 2023-06-16-re_temporal_events_clinical_pipeline_en

* Add model 2023-06-16-re_temporal_events_enriched_clinical_pipeline_en

* Add model 2023-06-16-re_test_problem_finding_pipeline_en

* Add model 2023-06-16-re_test_result_date_pipeline_en

* Add model 2023-06-16-explain_clinical_doc_medication_en

* Add model 2023-06-16-spellcheck_clinical_pipeline_en

* Add model 2023-06-16-clinical_deidentification_pt

* Add model 2023-06-16-bert_sequence_classifier_binary_rct_biobert_pipeline_en

* Add model 2023-06-16-ner_biomedical_bc2gm_pipeline_en

* Add model 2023-06-16-ner_clinical_trials_abstracts_pipeline_en

* Add model 2023-06-16-icd10cm_snomed_mapping_en

* Add model 2023-06-16-icdo_snomed_mapping_en

* Add model 2023-06-16-rxnorm_ndc_mapping_en

* Add model 2023-06-16-clinical_deidentification_ro

* Add model 2023-06-16-snomed_icdo_mapping_en

* Add model 2023-06-16-ner_pathogen_pipeline_en

* Add model 2023-06-16-clinical_deidentification_wip_en

* Add model 2023-06-16-clinical_deidentification_slim_en

* Add model 2023-06-16-ner_medication_pipeline_en

* Add model 2023-06-16-oncology_general_pipeline_en

* Add model 2023-06-16-oncology_biomarker_pipeline_en

* Add model 2023-06-16-oncology_therapy_pipeline_en

* Add model 2023-06-16-ner_eu_clinical_condition_pipeline_en

* Add model 2023-06-16-ner_eu_clinical_condition_pipeline_eu

* Add model 2023-06-16-ner_eu_clinical_case_pipeline_en

* Add model 2023-06-16-ner_eu_clinical_case_pipeline_es

* Add model 2023-06-16-ner_eu_clinical_case_pipeline_eu

* Add model 2023-06-16-ner_eu_clinical_case_pipeline_fr

* Add model 2023-06-16-ner_eu_clinical_condition_pipeline_es

* Add model 2023-06-16-ner_eu_clinical_condition_pipeline_fr

* Add model 2023-06-16-ner_eu_clinical_condition_pipeline_it

* Add model 2023-06-16-ner_oncology_anatomy_general_healthcare_pipeline_en

* Add model 2023-06-16-ner_oncology_anatomy_general_pipeline_en

* Add model 2023-06-16-ner_oncology_biomarker_healthcare_pipeline_en

* Add model 2023-06-16-ner_oncology_posology_pipeline_en

* Add model 2023-06-16-ner_oncology_unspecific_posology_healthcare_pipeline_en

* Add model 2023-06-16-ner_sdoh_mentions_pipeline_en

* Add model 2023-06-16-ner_clinical_bert_pipeline_ro

* Add model 2023-06-16-ner_clinical_pipeline_ro

* Add model 2023-06-16-ner_clinical_trials_abstracts_pipeline_es

* Add model 2023-06-16-ner_covid_trials_pipeline_en

* Add model 2023-06-16-ner_deid_generic_bert_pipeline_ro

* Add model 2023-06-16-ner_deid_generic_pipeline_ro

* Add model 2023-06-16-ner_deid_subentity_bert_pipeline_ro

* Add model 2023-06-16-ner_deid_subentity_pipeline_ro

* Add model 2023-06-16-ner_living_species_300_pipeline_es

* Add model 2023-06-16-ner_negation_uncertainty_pipeline_es

* Add model 2023-06-16-ner_oncology_biomarker_pipeline_en

* Add model 2023-06-16-ner_oncology_demographics_pipeline_en

* Add model 2023-06-16-ner_oncology_diagnosis_pipeline_en

* Add model 2023-06-16-ner_oncology_response_to_treatment_pipeline_en

* Add model 2023-06-16-ner_oncology_test_pipeline_en

* Add model 2023-06-16-ner_oncology_therapy_pipeline_en

* Add model 2023-06-16-ner_oncology_tnm_pipeline_en

* Add model 2023-06-16-ner_oncology_unspecific_posology_pipeline_en

* Add model 2023-06-16-ner_pharmacology_pipeline_es

* Add model 2023-06-16-ner_deid_generic_glove_pipeline_en

* Add model 2023-06-16-ner_deid_generic_pipeline_it

* Add model 2023-06-16-ner_deid_subentity_glove_pipeline_en

* Add model 2023-06-16-ner_deid_subentity_pipeline_it

* Add model 2023-06-16-ner_deid_synthetic_pipeline_en

* Add model 2023-06-16-ner_living_species_bert_pipeline_es

* Add model 2023-06-16-ner_living_species_bert_pipeline_fr

* Add model 2023-06-16-ner_living_species_bert_pipeline_it

* Add model 2023-06-16-ner_living_species_bert_pipeline_pt

* Add model 2023-06-16-ner_living_species_bert_pipeline_ro

* Add model 2023-06-16-ner_living_species_pipeline_ca

* Add model 2023-06-16-ner_living_species_pipeline_en

* Add model 2023-06-16-ner_living_species_pipeline_es

* Add model 2023-06-16-ner_living_species_pipeline_fr

* Add model 2023-06-16-ner_living_species_pipeline_gl

* Add model 2023-06-16-ner_living_species_pipeline_it

* Add model 2023-06-16-ner_living_species_pipeline_pt

* Add model 2023-06-16-ner_living_species_roberta_pipeline_es

* Add model 2023-06-16-ner_living_species_roberta_pipeline_pt

* Add model 2023-06-16-ner_chemd_clinical_pipeline_en

* Add model 2023-06-16-ner_nature_nero_clinical_pipeline_en

* Add model 2023-06-16-ner_supplement_clinical_pipeline_en

* Add model 2023-06-16-nerdl_tumour_demo_pipeline_en

* Add model 2023-06-16-ner_diag_proc_pipeline_es

* Add model 2023-06-16-ner_healthcare_pipeline_de

* Add model 2023-06-16-ner_healthcare_slim_pipeline_de

* Add model 2023-06-16-ner_neoplasms_pipeline_es

* Add model 2023-06-16-bert_token_classifier_ade_tweet_binary_pipeline_en

* Add model 2023-06-16-bert_token_classifier_disease_mentions_tweet_pipeline_es

* Add model 2023-06-16-bert_token_classifier_ner_ade_binary_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_anatem_pipeline_en

* Add model 2023-06-16-bert_token_classifier_negation_uncertainty_pipeline_es

* Add model 2023-06-16-bert_token_classifier_ner_clinical_trials_abstracts_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_jnlpba_cellular_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_living_species_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_living_species_pipeline_it

* Add model 2023-06-16-bert_token_classifier_ner_living_species_pipeline_pt

* Add model 2023-06-16-bert_token_classifier_ner_ncbi_disease_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_clinical_trials_abstracts_pipeline_es

* Add model 2023-06-16-bert_token_classifier_ner_species_pipeline_en

* Add model 2023-06-16-bert_token_classifier_pharmacology_pipeline_es

* Add model 2023-06-16-bert_token_classifier_ner_linnaeus_species_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_bc5cdr_chemicals_pipeline_en

* Add model 2023-06-16-ner_living_species_biobert_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_bc5cdr_disease_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_bc4chemd_chemicals_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_pathogen_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_living_species_pipeline_es

* Add model 2023-06-16-bert_token_classifier_ner_bc2gm_gene_pipeline_en

* Add model 2023-06-16-ner_deid_subentity_pipeline_ar

* Add model 2023-06-16-ner_deid_generic_pipeline_ar

---------

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

* 2023-06-16-ner_profiling_biobert_en (#406)

* Add model 2023-06-16-ner_profiling_biobert_en

* Add model 2023-06-16-clinical_deidentification_en

* Add model 2023-06-16-explain_clinical_doc_carp_en

* Add model 2023-06-16-explain_clinical_doc_era_en

* Add model 2023-06-16-recognize_entities_posology_en

* Add model 2023-06-16-explain_clinical_doc_ade_en

* Add model 2023-06-16-snomed_icd10cm_mapping_en

* Add model 2023-06-16-icd10_icd9_mapping_en

* Add model 2023-06-16-mesh_umls_mapping_en

* Add model 2023-06-16-icd10cm_umls_mapping_en

* Add model 2023-06-16-clinical_deidentification_glove_en

* Add model 2023-06-16-clinical_deidentification_augmented_es

* Add model 2023-06-16-clinical_deidentification_es

* Add model 2023-06-16-clinical_deidentification_fr

* Add model 2023-06-16-bert_token_classifier_ner_chemicals_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_chemprot_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_ade_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_clinical_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_bionlp_pipeline_en

* Add model 2023-06-16-snomed_umls_mapping_en

* Add model 2023-06-16-bert_token_classifier_ner_jsl_slim_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_bacteria_pipeline_en

* Add model 2023-06-16-jsl_ner_wip_clinical_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_deid_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_cellular_pipeline_en

* Add model 2023-06-16-clinical_deidentification_de

* Add model 2023-06-16-jsl_ner_wip_greedy_biobert_pipeline_en

* Add model 2023-06-16-rxnorm_mesh_mapping_en

* Add model 2023-06-16-jsl_ner_wip_modifier_clinical_pipeline_en

* Add model 2023-06-16-jsl_rd_ner_wip_greedy_clinical_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_drugs_pipeline_en

* Add model 2023-06-16-rxnorm_umls_mapping_en

* Add model 2023-06-16-ner_abbreviation_clinical_pipeline_en

* Add model 2023-06-16-ner_ade_biobert_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_anatomy_pipeline_en

* Add model 2023-06-16-jsl_rd_ner_wip_greedy_biobert_pipeline_en

* Add model 2023-06-16-ner_anatomy_biobert_pipeline_en

* Add model 2023-06-16-jsl_ner_wip_greedy_clinical_pipeline_en

* Add model 2023-06-16-ner_ade_clinical_pipeline_en

* Add model 2023-06-16-ner_ade_clinicalbert_pipeline_en

* Add model 2023-06-16-ner_anatomy_coarse_pipeline_en

* Add model 2023-06-16-ner_anatomy_coarse_biobert_pipeline_en

* Add model 2023-06-16-ner_anatomy_pipeline_en

* Add model 2023-06-16-ner_bacterial_species_pipeline_en

* Add model 2023-06-16-ner_biomarker_pipeline_en

* Add model 2023-06-16-ner_bionlp_biobert_pipeline_en

* Add model 2023-06-16-ner_bionlp_pipeline_en

* Add model 2023-06-16-ner_cancer_genetics_pipeline_en

* Add model 2023-06-16-ner_cellular_biobert_pipeline_en

* Add model 2023-06-16-ner_cellular_pipeline_en

* Add model 2023-06-16-ner_chemicals_pipeline_en

* Add model 2023-06-16-ner_chemprot_biobert_pipeline_en

* Add model 2023-06-16-ner_chemprot_clinical_pipeline_en

* Add model 2023-06-16-ner_chexpert_pipeline_en

* Add model 2023-06-16-ner_clinical_biobert_pipeline_en

* Add model 2023-06-16-ner_clinical_large_pipeline_en

* Add model 2023-06-16-ner_clinical_pipeline_en

* Add model 2023-06-16-ner_deid_augmented_pipeline_en

* Add model 2023-06-16-ner_deid_biobert_pipeline_en

* Add model 2023-06-16-ner_deid_enriched_biobert_pipeline_en

* Add model 2023-06-16-ner_deid_enriched_pipeline_en

* Add model 2023-06-16-ner_deid_generic_augmented_pipeline_en

* Add model 2023-06-16-ner_deid_generic_pipeline_de

* Add model 2023-06-16-ner_deid_large_pipeline_en

* Add model 2023-06-16-ner_deid_sd_large_pipeline_en

* Add model 2023-06-16-ner_deid_sd_pipeline_en

* Add model 2023-06-16-ner_deid_subentity_augmented_i2b2_pipeline_en

* Add model 2023-06-16-ner_deid_subentity_augmented_pipeline_en

* Add model 2023-06-16-ner_deid_subentity_pipeline_de

* Add model 2023-06-16-ner_deidentify_dl_pipeline_en

* Add model 2023-06-16-ner_diseases_biobert_pipeline_en

* Add model 2023-06-16-ner_diseases_large_pipeline_en

* Add model 2023-06-16-ner_diseases_pipeline_en

* Add model 2023-06-16-ner_drugprot_clinical_pipeline_en

* Add model 2023-06-16-ner_drugs_greedy_pipeline_en

* Add model 2023-06-16-ner_drugs_large_pipeline_en

* Add model 2023-06-16-ner_drugs_pipeline_en

* Add model 2023-06-16-ner_events_admission_clinical_pipeline_en

* Add model 2023-06-16-ner_events_biobert_pipeline_en

* Add model 2023-06-16-ner_events_clinical_pipeline_en

* Add model 2023-06-16-ner_genetic_variants_pipeline_en

* Add model 2023-06-16-ner_human_phenotype_gene_biobert_pipeline_en

* Add model 2023-06-16-ner_human_phenotype_gene_clinical_pipeline_en

* Add model 2023-06-16-ner_human_phenotype_go_biobert_pipeline_en

* Add model 2023-06-16-ner_human_phenotype_go_clinical_pipeline_en

* Add model 2023-06-16-ner_jsl_biobert_pipeline_en

* Add model 2023-06-16-ner_jsl_enriched_biobert_pipeline_en

* Add model 2023-06-16-ner_jsl_enriched_pipeline_en

* Add model 2023-06-16-ner_jsl_greedy_biobert_pipeline_en

* Add model 2023-06-16-ner_jsl_greedy_pipeline_en

* Add model 2023-06-16-ner_jsl_pipeline_en

* Add model 2023-06-16-ner_jsl_slim_pipeline_en

* Add model 2023-06-16-ner_measurements_clinical_pipeline_en

* Add model 2023-06-16-ner_medmentions_coarse_pipeline_en

* Add model 2023-06-16-ner_nihss_pipeline_en

* Add model 2023-06-16-ner_posology_biobert_pipeline_en

* Add model 2023-06-16-ner_posology_experimental_pipeline_en

* Add model 2023-06-16-ner_posology_greedy_pipeline_en

* Add model 2023-06-16-ner_posology_large_biobert_pipeline_en

* Add model 2023-06-16-ner_posology_large_pipeline_en

* Add model 2023-06-16-ner_posology_pipeline_en

* Add model 2023-06-16-ner_posology_small_pipeline_en

* Add model 2023-06-16-ner_radiology_pipeline_en

* Add model 2023-06-16-ner_radiology_wip_clinical_pipeline_en

* Add model 2023-06-16-ner_risk_factors_biobert_pipeline_en

* Add model 2023-06-16-ner_risk_factors_pipeline_en

* Add model 2023-06-16-clinical_deidentification_glove_augmented_en

* Add model 2023-06-16-ner_ade_healthcare_pipeline_en

* Add model 2023-06-16-ner_healthcare_pipeline_en

* Add model 2023-06-16-ner_posology_healthcare_pipeline_en

* Add model 2023-06-16-bert_token_classifier_drug_development_trials_pipeline_en

* Add model 2023-06-16-bert_token_classifier_ner_jsl_pipeline_en

* Add model 2023-06-16-ner_events_healthcare_pipeline_en

* Add model 2023-06-16-clinical_deidentification_it

* Add model 2023-06-16-explain_clinical_doc_radiology_en

* Add model 2023-06-16-re_bodypart_directions_pipeline_en

* Add model 2023-06-16-re_bodypart_proceduretest_pipeline_en

* Add model 2023-06-16-re_human_phenotype_gene_clinical_pipeline_en

* Add model 2023-06-16-re_temporal_events_clinical_pipeline_en

* Add model 2023-06-16-re_temporal_events_enriched_clinical_pipeline_en

* Add model 2023-06-16-re_test_problem_finding_pipeline_en

* Add model 2023-06-16-re_test_result_date_pipeline_en

* Add model 2023-06-16-explain_clinical_doc_medication_en

* Add model 2023-06-16-spellcheck_clinical_pipeline_en

* Add model 2023-06-16-clinical_deidentification_pt

* Add model 2023-06-16-bert_sequence_classifier_binary_rct_biobert_pipeline_en

* Add model 2023-06-16-ner_biomedical_bc2gm_pipeline_en

* Add model 2023-06-16-ner_clinical_trials_abstracts_pipeline_en

* Add model 2023-06-16-icd10cm_snomed_mapping_en

* Add model 2023-06-16-icdo_snomed_mapping_en

* Add model 2023-06-16-rxnorm_ndc_mapping_en

* Add model 2023-06-16-clinical_deidentification_ro

* Add model 2023-06-16-snomed_icdo_mapping_en

* Add model 2023-06-16-ner_pathogen_pipeline_en

* Add model 2023-06-16-clinical_deidentification_wip_en

* Add model 2023-06-16-clinical_deidentification_slim_en

* Add model 2023-06-16-ner_medication_pipeline_en

* Add model 2023-06-16-oncology_general_pipeline_en

* Add model 2023-06-16-oncology_biomarker_pipeline_en

* Add model 2023-06-16-oncology_therapy_pipeline_en

* Add model 2023-06-16-ner_eu_clinical_condition_pipeline_en

* Add model 2023-06-16-ner_eu_clinical_condition_pipeline_eu

* Add model 2023-06-16-ner_eu_clinical_case_pipeline_en

* Add model 2023-06-16-ner_eu_clinical_case_pipeline_es

* Add model 2023-06-16-ner_eu_clinical_case_pipeline_eu

* Add model 2023-06-16-ner_eu_clinical_case_pipeline_fr

* Add model 2023-06-16-ner_eu_clinical_condition_pipeline_es

* Add model 2023-06-16-ner_eu_clinical_condition_pipeline_fr

* Add model 2023-06-16-ner_eu_clinical_condition_pipeline_it

* Add model 2023-06-16-ner_oncology_anatomy_general_healthcare_pipeline_en

* Add model 2023-06-16-ner_oncology_anatomy_general_pipeline_en

* Add model 2023-06-16-ner_oncology_biomarker_healthcare_pipeline_en

* Add model 2023-06-16-ner_oncology_posology_pipeline_en

* Add model 2023-06-16-ner_oncology_unspecific_posology_healthcare_pipeline_en

* Add model 2023-06-16-ner_sdoh_mentions_pipeline_en

* Add model 2023-06-16-ner_clinical_bert_pipeline_ro

* Add model 2023-06-16-ner_clinical_pipeline_ro

* Add model 2023-06-16-ner_clinical_trials_abstracts_pipeline_es

* Add model 2023-06-16-ner_covid_trials_pipeline_en

* Add model 2023-06-16-ner_deid_generic_bert_pipeline_ro

* Add model 2023-06-16-ner_deid_generic_pipeline_ro

* Add model 2023-06-16-ner_deid_subentity_bert_pipeline_ro

* Add model 2023-06-16-ner_deid_subentity_pipeline_ro

* Add model 2023-06-16-ner_living_species_300_pipeline_es

* Add model 2023-06-16-ner_negation_uncertainty_pipeline_es

* Add model 2023-06-16-ner_oncology_biomarker_pipeline_en

* Add model 2023-06-16-ner_oncology_demographics_pipeline_en

* Add model 2023-06-16-ner_oncology_diagnosis_pipeline_en

* Add model 2023-06-16-ner_oncology_response_to_treatment_pipeline_en

* Add model 2023-06-16-ner_oncology_test_pipeline_en

* Add model 2023-06-16-ner_oncology_therapy_pipeline_en

* Add model 2023-06-16-ner_oncology_tnm_pipeline_en

* Add model 2023-06-17-ner_oncology_unspecific_posology_pipeline_en

* Add model 2023-06-17-ner_pharmacology_pipeline_es

* Add model 2023-06-17-ner_deid_generic_glove_pipeline_en

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---------

Co-authored-by: Cabir40 <cabir4006@gmail.com>

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docs/_posts/Cabir40/2023-10-03-multiclassifierdl_respiratory_disease_en.md

@@ -0,0 +1,207 @@
+---
+layout: model
+title: Multilabel Text Classification For Respiratory Disease
+author: John Snow Labs
+name: multiclassifierdl_respiratory_disease
+date: 2023-10-03
+tags: [en, licensed, text_classification, multiclassifier, respiratory_disease, asthma, emphysema, chronic_bronchitis, tensorflow]
+task: Text Classification
+language: en
+edition: Healthcare NLP 5.1.1
+spark_version: 3.0
+supported: true
+engine: tensorflow
+annotator: MultiClassifierDLModel
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+The PHS-BERT Respiratory Disease Classifier Model is a specialized text classification system, engineered to accurately identify and categorize textual mentions of four prominent respiratory diseases: Asthma, Chronic Obstructive Pulmonary Disease (COPD), Emphysema, and Chronic bronchitis. More detailed information about classes as follows:  
+
+`Asthma`: A classification indicating textual mentions explicitly or implicitly referring to Asthma, a condition characterized by chronic inflammation of the airways, leading to episodes of wheezing, shortness of breath, chest tightness, and coughing. Example: “I can’t take part in the marathon due to my persistent asthma issues.  
+
+`Chronic Obstructive Pulmonary Disease` (COPD): This category encapsulates text referring to COPD, a progressive lung disease that engenders obstructed airflow from the lungs. Symptoms include breathing difficulty, cough, mucus production, and wheezing. Example: "COPD makes it incredibly hard for my dad to walk long distances without becoming breathless."  
+
+`Emphysema`: Text that signifies mentions of Emphysema falls into this classification. Emphysema, a subset of COPD, involves the gradual damage of the air sacs (alveoli) in the lungs, impeding the outward flow of air and causing breathlessness. Example: "Ever since being diagnosed with emphysema, climbing stairs has become a significant challenge."  
+
+`Chronic Bronchitis`: Any textual content that points toward Chronic Bronchitis is categorized here. Chronic bronchitis is a form of COPD characterized by a chronic cough and mucus production due to the long-term inflammation of the bronchial tubes. Example: "The incessant coughing from chronic bronchitis keeps me awake most nights."
+
+## Predicted Entities
+
+`Astham`,`COPD`, `Emphysema`, `Chronic bronchitis`, `Other/Unknown`, `No` 
+
+{:.btn-box}
+<button class="button button-orange" disabled>Live Demo</button>
+<button class="button button-orange" disabled>Open in Colab</button>
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/clinical/models/multiclassifierdl_respiratory_disease_en_5.1.1_3.0_1696348950217.zip){:.button.button-orange.button-orange-trans.arr.button-icon.hidden}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/clinical/models/multiclassifierdl_respiratory_disease_en_5.1.1_3.0_1696348950217.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+<div class="tabs-box" markdown="1">
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+
+```python
+documentAssembler = DocumentAssembler()\
+    .setInputCol("text")\
+    .setOutputCol("document")
+
+tokenizer = Tokenizer()\
+    .setInputCols(["document"])\
+    .setOutputCol("token")
+
+word_embeddings = WordEmbeddingsModel.pretrained("embeddings_clinical", "en", "clinical/models")\
+    .setInputCols(["document", "token"])\
+    .setOutputCol("embeddings")
+
+sentence_embeddings = SentenceEmbeddings()\
+    .setInputCols(["document", "embeddings"]) \
+    .setOutputCol("sentence_embeddings") \
+    .setPoolingStrategy("AVERAGE")
+
+multiclassifierdl = MultiClassifierDLModel.pretrained("multiclassifierdl_respiratory_disease", "en", "clinical/models")\
+    .setInputCols(["sentence_embeddings"])\
+    .setOutputCol("predicted_class")
+
+clf_pipeline = Pipeline(
+    stages=[
+        documentAssembler,
+        tokenizer,
+        word_embeddings,
+        sentence_embeddings,
+        multiclassifierdl
+])
+
+
+data = spark.createDataFrame([
+    ["""The patient, experiencing recurrent episodes of wheezing and shortness of breath, has been diagnosed with Asthma and is advised to use a daily controller inhaler to manage the symptoms."""],
+    ["""Due to the patient's long history of tobacco use and persistent cough producing large amounts of sputum, a diagnosis of Chronic Obstructive Pulmonary Disease (COPD) has been established, necessitating bronchodilators for management."""],
+    ["""The presence of dyspnea, chronic cough, and a history of smoking have led to the diagnosis of Emphysema for the patient, warranting the initiation of long-term oxygen therapy."""],
+    ["""The patient has been diagnosed with Chronic Bronchitis following the prolonged occurrence of cough and mucus production, and is recommended to undergo pulmonary rehabilitation and pharmacotherapy."""],
+    ["""With a clinical presentation of persistent wheezing and respiratory discomfort, the patient has been conclusively diagnosed with Asthma, necessitating immediate commencement of anti-inflammatory medications."""],
+    ["""Manifesting prolonged symptoms of breathlessness and a productive cough, the patient has received a diagnosis of Chronic Obstructive Pulmonary Disease (COPD), and a comprehensive treatment involving bronchodilators and lifestyle modifications has been recommended."""],
+    ["""The patient, exhibiting extensive lung damage and significant shortness of breath, has been diagnosed with Emphysema, requiring meticulous management with bronchodilators and pulmonary rehabilitation to improve lung function."""],
+    ["""Chronic Bronchitis has been diagnosed in the patient presenting with a chronic cough and frequent respiratory infections, necessitating a treatment plan inclusive of antibiotics and chest physiotherapy."""],
+
+    ]).toDF("text")
+
+
+result = clf_pipeline.fit(data).transform(data)
+```
+```scala
+val documentAssembler = new DocumentAssembler()
+    .setInputCol("text")
+    .setOutputCol("document")
+
+val tokenizer = new Tokenizer()
+    .setInputCols(Array("document"))
+    .setOutputCol("token")
+
+val wordEmbeddings = WordEmbeddingsModel.pretrained("embeddings_healthcare_100d", "en", "clinical/models")
+    .setInputCols(Array("document", "token"))
+    .setOutputCol("embeddings")
+
+val sentence_embeddings = new SentenceEmbeddings()\
+    .setInputCols(Array()"document", "embeddings")) \
+    .setOutputCol("sentence_embeddings") \
+    .setPoolingStrategy("AVERAGE")
+
+val multiclassifierdl = MultiClassifierDLModel.pretrained("multiclassifierdl_respiratory_disease", "en", "clinical/models")\
+    .setInputCols("sentence_embeddings")\
+    .setOutputCol("predicted_class")
+
+val clf_pipeline = new Pipeline().setStages(Array(
+    documentAssembler,
+    tokenizer,
+    wordEmbeddings,
+    sentence_embeddings,
+    multiclassifierdl
+))
+
+val data = Seq(Array(
+    """The patient, experiencing recurrent episodes of wheezing and shortness of breath, has been diagnosed with Asthma and is advised to use a daily controller inhaler to manage the symptoms.""",
+    """Due to the patient's long history of tobacco use and persistent cough producing large amounts of sputum, a diagnosis of Chronic Obstructive Pulmonary Disease (COPD) has been established, necessitating bronchodilators for management.""",
+    """The presence of dyspnea, chronic cough, and a history of smoking have led to the diagnosis of Emphysema for the patient, warranting the initiation of long-term oxygen therapy.""",
+    """The patient has been diagnosed with Chronic Bronchitis following the prolonged occurrence of cough and mucus production, and is recommended to undergo pulmonary rehabilitation and pharmacotherapy.""",
+    """With a clinical presentation of persistent wheezing and respiratory discomfort, the patient has been conclusively diagnosed with Asthma, necessitating immediate commencement of anti-inflammatory medications.""",
+    """Manifesting prolonged symptoms of breathlessness and a productive cough, the patient has received a diagnosis of Chronic Obstructive Pulmonary Disease (COPD), and a comprehensive treatment involving bronchodilators and lifestyle modifications has been recommended.""",
+    """The patient, exhibiting extensive lung damage and significant shortness of breath, has been diagnosed with Emphysema, requiring meticulous management with bronchodilators and pulmonary rehabilitation to improve lung function.""",
+    """Chronic Bronchitis has been diagnosed in the patient presenting with a chronic cough and frequent respiratory infections, necessitating a treatment plan inclusive of antibiotics and chest physiotherapy,""",
+    )).toDS.toDF("text")
+
+val result = clf_pipeline.fit(data).transform(data)
+```
+</div>
+
+## Results
+
+```bash
++----------------------------------------------------------------------------------------------------+-------------------------------------+
+|                                                                                              result|                               result|
++----------------------------------------------------------------------------------------------------+-------------------------------------+
+|[The patient, experiencing recurrent episodes of wheezing and shortness of breath, has been diagn...|         [Asthma, Chronic bronchitis]|
+|[Due to the patient's long history of tobacco use and persistent cough producing large amounts of...|           [COPD, Chronic bronchitis]|
+|[The presence of dyspnea, chronic cough, and a history of smoking have led to the diagnosis of Em...|[Emphysema, COPD, Chronic bronchitis]|
+|[The patient has been diagnosed with Chronic Bronchitis following the prolonged occurrence of cou...|                 [Chronic bronchitis]|
+|[With a clinical presentation of persistent wheezing and respiratory discomfort, the patient has ...|              [Asthma, Other/Unknown]|
+|[Manifesting prolonged symptoms of breathlessness and a productive cough, the patient has receive...|           [COPD, Chronic bronchitis]|
+|[The patient, exhibiting extensive lung damage and significant shortness of breath, has been diag...|     [Emphysema, COPD, Other/Unknown]|
+|[Chronic Bronchitis has been diagnosed in the patient presenting with a chronic cough and frequen...|                 [Chronic bronchitis]|
+|[To manage the symptoms of Asthma, the patient has been advised to use inhaled corticosteroids re...|   [COPD, Asthma, Chronic bronchitis]|
+|[In light of the COPD diagnosis, a comprehensive pulmonary rehabilitation program, coupled with l...|                               [COPD]|
+|[The patient with Emphysema has been recommended to undergo oxygen therapy and regular use of bro...|                    [Emphysema, COPD]|
+|[For the effective management of Chronic Bronchitis, a course of appropriate antibiotics, coupled...|                 [Chronic bronchitis]|
++----------------------------------------------------------------------------------------------------+-------------------------------------+
+```
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|multiclassifierdl_respiratory_disease|
+|Compatibility:|Healthcare NLP 5.1.1+|
+|License:|Licensed|
+|Edition:|Official|
+|Input Labels:|[sentence_embeddings]|
+|Output Labels:|[class]|
+|Language:|en|
+|Size:|87.8 MB|
+|Dependencies:|`embeddings_clinical`|
+
+## References
+
+Trained with the in-house dataset
+
+## Sample text from the training dataset
+
+Asthma:The patient was first diagnosed with asthma at the age of 12 following a severe respiratory infection. The patient reports experiencing wheezing, shortness of breath, and chest tightness, consistent with
+asthma exacerbations. The patient has been prescribed a combination inhaler containing a long-acting beta-agonist and an inhaled corticosteroid to manage and prevent asthma symptoms. 
+
+Chronic Obstructive Pulmonary Disease (COPD): Mr. Smith was diagnosed with Chronic Obstructive Pulmonary Disease (COPD) 5 years ago, primarily attributed to his 30-year smoking history. He frequently experiences chronic coughing with mucus production and difficulty in breathing,
+especially during physical activities, indicative of his COPD. As part of his COPD management, the patient has been advised to use a bronchodilator inhaler regularly and undergo pulmonary rehabilitation to improve lung function and quality of life.
+
+Emphysema: The patient's emphysema diagnosis was confirmed three years ago after a high-resolution CT scanshowed damage to the alveoli. The patient complains of progressive shortness of breath and an inability to sustain physical exertion, characteristics of emphysema.
+Oxygen therapy has been recommended for the patient to alleviate the symptoms of emphysema and improve oxygen saturation levels.
+
+Chronic Bronchitis: Mrs. Johnson has a recurring history of chronic bronchitis, often triggered by winter months and viral infections. She presents with persistent coughing that produces yellowish mucus, accompanied by fatigue and
+chest discomfort, hallmark signs of chronic bronchitis. The treatment plan includes regular use of mucolytic agents, chest physiotherapy, and a short course of bronchodilator therapy to relieve symptoms of chronic bronchitis.
+
+## Benchmarking
+
+```bash
+label                tp	   fp	   fn	   prec	       rec	       f1
+Other/Unknown        13	   10	   34	   0.5652174	 0.27659574	 0.37142858
+Emphysema            143   23	   38	   0.8614458	 0.7900553	 0.82420754
+COPD                 267   27	   52	   0.90816325	 0.8369906	 0.8711256
+No                   55	   8	   19	   0.8730159	 0.7432432	 0.8029197
+Chronic bronchitis   241   27	   25	   0.8992537	 0.90601504	 0.9026217
+Asthma               104   15	   25	   0.8739496	 0.8062016	 0.83870965
+Macro-average        823   110   193   0.83017427  0.7265169   0.7748944
+Micro-average        823   110   193   0.88210076  0.8100393   0.84453565
+```