A Clinically Grounded and Uncertainty-Aware Explainable Artificial Intelligence Detailed Analysis for Skin Lesion Diagnosis
A conceptual framework is proposed that integrates dermoscopic image analysis, lesion segmentation, deep learning-based prediction, clinical concept recognition, uncertainty estimation, clinical reasoning, and structured explanation and distinguishes the reliability of the prediction from the reliability of the explana...