A Hybrid Multimodal AI Framework for BI-RADS Breast Cancer Risk Prediction and Report Generation: Radiologist-Mimetic Cognitive Knowledge Graph Injection and Cognitive Prompt Engineering
Automated BI-RADS breast cancer risk stratification from multimodal clinical data remains limited by two persistent gaps: the inability of purely discriminative architectures to resolve fine-grained BI-RADS 4 subcategory boundaries with calibrated uncertainty, and the absence of a mechanism to translate multimodal evid...