MedCORE: Criteria-Grounded Clinical Reasoning for Interpretable Medical Image Diagnosis

Clinical diagnosis is inherently a structured reasoning process, yet existing deep learning models often bypass this structure by mapping image features directly to disease labels without explicitly interrogating the morphological and textural criteria that clinicians systematically evaluate. This l