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This paper is in the following e-collection/theme issue:

Natural Language Processing (994) Electronic Health Records (1415) Generative Language Models Including ChatGPT (880) Social Determinants of Health (103) AI Language Models in Health Care (286)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/89534, first published .
Extracting Social Determinants of Health From Electronic Health Records: Development and Comparison of Rule-Based and Large Language Model Methods

Extracting Social Determinants of Health From Electronic Health Records: Development and Comparison of Rule-Based and Large Language Model Methods

Extracting Social Determinants of Health From Electronic Health Records: Development and Comparison of Rule-Based and Large Language Model Methods

Authors of this article:

Bo Wang1, 2, 3, 4 Author Orcid Image ;   Dia Kabir1, 2, 3 Author Orcid Image ;   Cheryl Renee Clark5 Author Orcid Image ;   Karmel W Choi1, 2, 3, 4 Author Orcid Image ;   Jordan W Smoller1, 2, 3, 4 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Bo Wang   1, 2, 3, 4 , PhD ;   Dia Kabir   1, 2, 3 , MS ;   Cheryl Renee Clark   5 , MD, SCD ;   Karmel W Choi   1, 2, 3, 4 , PhD ;   Jordan W Smoller   1, 2, 3, 4 , MD, SCD

1 Center for Precision Psychiatry, Massachusetts General Hospital, Boston, MA, United States

2 Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, United States

3 Department of Psychiatry, Harvard Medical School, Boston, MA, United States

4 Broad Institute, Cambridge, MA, United States

5 Department of Medicine, Brigham and Women's Hospital, Boston, MA, United States

Corresponding Author:

  • Jordan W Smoller, MD, SCD
  • Center for Precision Psychiatry
  • Massachusetts General Hospital
  • Richard B. Simches Research Building
  • 185 Cambridge Street, 2nd Floor
  • Boston, MA 02114
  • United States
  • Phone: 1 6177249447
  • Email: jsmoller@mgb.org