Extracting Social Support and Social Isolation Information from Clinical Psychiatry Notes: Comparing a Rule-based NLP System and a Large Language Model

Background: Social support (SS) and social isolation (SI) are social determinants of health (SDOH) associated with psychiatric outcomes. In electronic health records (EHRs), individual-level SS/SI is typically documented as narrative clinical notes rather than structured coded data. Natural language...

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Veröffentlicht in:	arXiv.org 2024-03
Hauptverfasser:	Patra, Braja Gopal, Lepow, Lauren A, Praneet Kasi Reddy Jagadeesh Kumar, Vekaria, Veer, Sharma, Mohit Manoj, Adekkanattu, Prakash, Fennessy, Brian, Hynes, Gavin, Landi, Isotta, Sanchez-Ruiz, Jorge A, Ryu, Euijung, Biernacka, Joanna M, Nadkarni, Girish N, Talati, Ardesheer, Weissman, Myrna, Olfson, Mark, Mann, J John, Charney, Alexander W, Pathak, Jyotishman
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Annotations Computer Science - Computation and Language Electronic health records Large language models Natural language processing Psychiatry Social isolation Social networks Social support
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