Table 3.

Area under the receiver operating characteristic curve (AUROC; sensitivity/specificity) performance of the modeling strategies explored.

Model	Mean AUROC (sensitivity/ specificity)	RM1 AUROC (sensitivity/ specificity)	RM2 AUROC (sensitivity/ specificity)	RM3 AUROC (sensitivity/ specificity)	RM4 AUROC (sensitivity/ specificity)
Logistic regression	0.58 (0.54/0.57)	0.65 (0.68/0.58)	0.54 (0.50/0.59)	0.59 (0.61/0.52)	0.54 (0.38/0.58)
Decision tree	0.59 (0.81/0.47)	0.62 (0.82/0.43)	0.64 (0.88/0.51)	0.57 (0.64/0.42)	0.64 (0.88/0.52)
Random forest	0.80 (0.75/0.71)	0.71 (0.67/0.64)	0.88 (0.81/0.76)	0.70 (0.71/0.61)	0.89 (0.81/0.81)