Cardiac Risk Stratification

Multi-modal risk assessment from clinical biomarkers and cardiac MRI

Clinical Inputs

Enter the patient's clinical biomarkers

Risk Assessment

Calibrated XGBoost prediction with rule-based cross-check

Submit clinical inputs to see a risk assessment.

Explainability

SHAP feature contributions for this prediction

Feature contributions will appear here after an assessment.

Cardiac MRI Grad-CAM

Upload a segmented MRI volume to visualize myocardium attention

Don't have an MRI file handy? Download a sample volume to try it (synthetic test data, not a real patient scan).