An ambiguity taxonomy for evaluating large language model performance on clinical registry abstraction: a multi-site prospective study

James Matheson, Betsy Castillo, Andrew Y. Shin +1

Objective: To evaluate large language model (LLM) performance on unprocessed electronic medical record (EMR) data for clinical registry abstraction. Methods: We evaluated LLM perfo…