Bristol researchers say medicine already knows how to handle black boxes and AI could learn from it

Researchers at the University of Bristol proposed a "Learning Ensemble" framework that adapts pharmaceutical approval practices to evaluate medical AI systems across three areas: system limits, fairness across patient groups, and clinical fit. The framework aims to catch models that perform well technically but could be dangerously wrong in clinical settings.