Table 5.

Prediction performance (AUROC) 0 months to 24 months in advance.

Months	Feature type
	DML+Ga	Diagnosis, medication, and lab test	Diagnosis and lab test	Diagnosis and medication	Medication and lab test	Diagnosis	Medication	Lab test
	AUROCb (%)	AUROC (%)	AUROC (%)	AUROC (%)	AUROC (%)	AUROC (%)	AUROC (%)	AUROC (%)
0	99.43	98.36	98.41	97.89	88.67	97.90	70.39	87.93
1	98.08	95.62	95.51	94.31	86.83	94.53	71.01	86.67
3	96.52	93.16	93.22	90.74	84.85	91.20	69.36	84.18
6	95.21	89.69	89.91	85.53	83.09	85.26	68.12	83.38
12	93.17	84.39	84.60	78.20	80.56	78.21	66.76	79.99
24	91.38	80.01	80.20	71.81	77.73	71.71	66.22	78.35

^aDML+G: diagnosis, medication, and lab test, and genetic information.

^bAUROC: area under the receiver operating characteristic curve.