A Structured Explainability Framework for Heart Disease Risk Prediction Based on SHAP-Nomogram Integration
. Cardiovascular disease is the leading cause of death globally, and traditional risk prediction models generally suffer from the limitations of being a 'black box.' To improve the interpretability of heart disease risk prediction while maintaining high predictive accuracy, this study proposes a structured interpretabi...