Evaluating Fairness and Generalizability of Large Language Models for Social Isolation Extraction from Electronic Health Records: Multisite Evaluation (Preprint)
Lokesh Kumar Chinthala, Arash Shaban-Nejad, Hua Xu, Cindy Lemon et autres
BACKGROUND Recent advancements in large language models (LLMs) have improved the identification of social isolation from clinical narratives, which vary widely in linguistic patterns and documentation practices. However, LLMs fine-tuned on a single dataset often show reduced performance when applied to different …
0 citations