Shih-Chieh Shao

Systematic Bias in Comparative Evaluations of Machine Learning Versus Logistic Regression for Clinical Prediction Models: A Meta-Research Analysis Using Trauma Mortality as an Empirical Case.

This study characterises the methodological architecture that produces apparent ML superiority and translates that diagnosis into minimum standards, and proposes six minimum methodological standards - pre-specification, fair comparator design, robust external or temporal validation, calibration and decision-analytic re...