INS and diabetes mellitus: Similarly, with SHAP, DT and KNN resulted in the highest AUC value of 0.77 with associated risk factors, such as systolic blood pressure, history of hypertension, diabetes mellitus duration, insulin treatment, fasting plasma glucose, and glycosylated hemoglobin.