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