High leaderboard performance on medical AI tasks doesn't mean the system reasons correctly—focus on explainability, evidence grounding, and robustness checks to build trustworthy healthcare AI.
This paper examines nine AI systems for medical visual question answering on endoscopy images, finding that high benchmark scores don't guarantee reliable clinical reasoning.