Figure 4

SHAP summary plot in XGB model with 60 variables and 16 laboratory values. (a)–(d) Diagnosis of CKD/HF. BMI body mass index, CKD chronic kidney disease, HF heart failure, NGSP National Glycohemoglobin Standardization Program, SHAP SHapley Additive exPlanation.