Position Paper: Integrating Explainability and Uncertainty Estimation in Medical AI

Xiuyi Fan

Uncertainty is a fundamental challenge in medical practice, but current medical AI systems fail to explicitly quantify or communicate uncertainty in a way that aligns with clinical…