Table 6.

Comparison with existing models

Author	Feature	Method	AUC
Gao et al. [30]	Age, Sex, WC, Systolic pressure and PDM	LR	0.635
Yang et al. [8]	BMI, FGB, Waist-toheight ratio, Age, Mean systolic pressure, Urine glucose	XGBoost	0.881
Zhou et al. [31]	Age, Sex, Systolic pressure, BMI, WC, PDM	LR	0.748
Ravaut et al. [16]	demographics, routine diagnosis codes and history, laboratory values, geographical information prescription history, information on the specialty of each doctor encounter, and hospitalizations	XGBoost	80.26
This study	Sex, Age, Ethnicity, EH, SS, HTN, CAD, PDM, WC, BMI, WBC, PLT, FBG, ECG, TC, TG, LDLC, HDLC	XGBoost	0.9122