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J. S. St. Sauver

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Sep 2026

Association Between Large Language Model-Derived Mobility Functional Status Assessment and Clinical Outcomes.

LLM-derived mobility functional status assessment was associated with ED visits and hospitalization, but not with all-cause mortality after adjustment, and prospective validation and evaluation of incremental discrimination, calibration, and clinical utility are needed before clinical implementation.

Sandeep R. Pagali, Xing-Yi Liu, He-Ling Jia et al. · 0 citations
#large language models Open access Sep 2026

A multi-site benchmarking framework for scalable extraction of geriatric care constructs from electronic health records

Findings highlight key trade-offs among symbolic, generative, and instruction-tuned approaches for CGA and 4Ms phenotyping, suggesting that hybrid heuristic-LLM methods offer interpretability and stability, whereas large language models provide greater adaptability for complex clinical narratives.

Sun-Yang Fu, M. J. Kwak, J. Ahn et al. · 0 citations

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