Local Interpretable Model-agnostic Explanation(English)

• applied to interpret the best model, with quantitative cross-method concordance analysis. The framework reveals risk stratification mechanisms of key clinical features (LVEF, diabetes, age, hypertension, serum creatinine)
• HRFLM, DM, HTN, LVEF, ML, SHAP, SVM, XAI, XGBoost
• Artificial intelligence, Model(ing), Cardiology
• https://doi.org…ed.2026.1801693