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Cine Cardiac MRI Captures Cardiovascular Disease Risk Beyond Established Clinical Risk Factors: Evidence from the UK Biobank
A flexible vision-tabular method is deployed to incorporate cine CMR into CVD risk assessment together with structured clinical data and it is demonstrated that integrating cine CMR with clinical variables through a vision-tabular learning framework stabilizes risk prediction under real-world conditions of incomplete t...
Sparse ProtoPatient: Interactive Multi-Prototype Explanations for Clinical Diagnosis Prediction
The Sparse ProtoPatient Demo provides a reproducible platform for interactive inspection of prototype-based clinical reasoning, enabling complementary opinion exploration, model auditing, and teaching of interpretable diagnosis prediction.