Uncertainty-Aware Calibrated Clinical Text Classification with Large Language Models

Mridul Sharma, Adeetya Patel, Zaneta D' Souza +3

Large language models are increasingly used for clinical text classification, where overconfident misclassifications can directly affect patient care. Existing black-box uncertaint…