A Practical Upper Bound on Selection Bias Effects in Medical Prediction Models

Kara Liu, Maggie Wang, Russ B. Altman

Selection bias is a common and often unavoidable aspect of real-world data that challenges the generalizability of machine learning models. When models trained on biased data are d…