Zero-shot learning for clinical phenotyping: Comparing LLMs and rule-based methods.
Journal:
Computers in biology and medicine
Published Date:
Jun 1, 2025
Abstract
BACKGROUND: Phenotyping, the process of systematically identifying and classifying conditions within clinical data, is a crucial first step in any data science work involving Electronic Health Records (EHRs). Traditional approaches require extensive manual annotation efforts and face challenges with scalability.