Exploration and analysis of risk factors for coronary artery disease with type 2 diabetes based on SHAP explainable machine learning algorithm - Tang, Dandan; Liang, Fengwei; Gu, Xingli; Jin, Yuanyuan; Hu, Xuanjie; Liu, Fen; Yang, Yining (Scientific reports, 2025)
Keywords: 631/1647/767; 692/4019; 692/699; Aged; Algorithms; Angina pectoris; Cardiovascular disease; Comorbidity; Coronary artery disease; Coronary Artery Disease - diagnosis; Coronary Artery Disease - epidemiology; Coronary Artery Disease - etiology; Coronary heart disease combined with type 2 diabetes; Datasets; Decision making; Diabetes; Diabetes mellitus (non-insulin dependent); Diabetes Mellitus, Type 2 - complications; Ethics; Feature selection; Female; Heart diseases; Hospitals; Humanities and Social Sciences; Humans; Imbalance processing; Informed consent; Ischemia; Learning algorithms; Machine Learning; Male; Medical imaging; Medical records; Metabolism; Middle Aged; multidisciplinary; Older people; Patients; Population; Regression analysis; Risk analysis; Risk Assessment; Risk Factors; ROC Curve; Science; Science (multidisciplinary); SHAP; Variables; China; Imbalance processing; SHAP; Coronary heart disease combined with type 2 diabetes; Machine learning