Revealing Treatment Non-Adherence Bias in Clinical Machine Learning Using Large Language Models

Zhongyuan Liang, Arvind Suresh, Irene Y. Chen

Machine learning systems trained on electronic health records (EHRs) increasingly guide treatment decisions, but their reliability depends on the critical assumption that patients…