Extracting social determinants of health from inpatient electronic medical records using natural language processing

Elliot A. Martin; Adam G. D’Souza; Vineet Saini; Karen Tang; Hude Quan; Cathy A. Eastwood

doi:10.1016/j.jeph.2024.202791

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JOURNAL ARTICLE

Extracting social determinants of health from inpatient electronic medical records using natural language processing

Elliot A. Martin Adam G. D’Souza Vineet Saini Karen Tang Hude Quan Cathy A. Eastwood

Year: 2024 Journal: Journal of Epidemiology and Population Health Vol: 72 (6)Pages: 202791-202791

DOI: 10.1016/j.jeph.2024.202791

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Abstract

All SDOH elements were extracted with high PPV. SDOH documentation was largely missing in structured data and sometimes misleading.

Keywords:

Health records Medical record Natural language processing Electronic health record Natural (archaeology) Data science Psychology Computer science Medicine Geography Political science Health care

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1.92

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0.78

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Topics

Biomedical Text Mining and Ontologies

Life Sciences → Biochemistry, Genetics and Molecular Biology → Molecular Biology

Artificial Intelligence in Healthcare

Health Sciences → Health Professions → Health Information Management

Data-Driven Disease Surveillance

Health Sciences → Medicine → Epidemiology

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