Author

J. S. St. Sauver

2 papers indexed here

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Sep 2026

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

BACKGROUND Mobility functional status is inconsistently recorded in electronic health records. Recent advances in Large Language Models (LLMs) enable automated extraction of functional information from unstructured clinical notes. Leveraging a validated functional LLM with high performance in mobility extraction, we ai...

Sandeep R. Pagali, Xing-Yi Liu, He-Ling Jia et al. · Journal of The American Geri... · 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. · npj Health Systems · 0 citations