Social determinants of health extraction from clinical notes across institutions using large language models

Social determinants of health extraction from clinical notes across institutions using large language models

Abstract Detailed social determinants of health (SDoH) is often buried within clinical text in EHRs. Most current NLP efforts for SDoH have limitations, investigating limited factors, deriving data from a single institution, using specific patient cohorts/note types, with reduced focus on generaliza...

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Main Authors: Vipina K. Keloth, Salih Selek, Qingyu Chen, Christopher Gilman, Sunyang Fu, Yifang Dang, Xinghan Chen, Xinyue Hu, Yujia Zhou, Huan He, Jungwei W. Fan, Karen Wang, Cynthia Brandt, Cui Tao, Hongfang Liu, Hua Xu
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:npj Digital Medicine
Online Access:https://doi.org/10.1038/s41746-025-01645-8
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