Yimin Qu

A five-phase evaluation framework for diagnostic and predictive medical artificial intelligence

Artificial intelligence (AI) has advanced rapidly across diagnostic, prognostic, and clinical decision-support applications, yet the pathway from laboratory performance to demonstrable clinical benefit remains fragmented and inconsistently defined. Existing evaluations rely heavi...