Table 2 The areas under the receiver operating characteristic curve (AUC) for the random forest.
 | MDD | CDD | NDD | |||
---|---|---|---|---|---|---|
Logistic regression of interaction and non-linearity terms | ||||||
 Accuracy | 0.67 | 0.67 | 0.67 | |||
 AUC | 0.50 | 0.52 | 0.50 | |||
 Sensitivity | 0.67 | 0.67 | 0.67 | |||
 Specificity | 0.46 | 0.56 | 0.50 | |||
 Confusion matrix | 40,586 | 159 | 39,839 | 926 | 39,358 | 304 |
20,103 | 137 | 19,271 | 1160 | 19,395 | 298 | |
Random forest | ||||||
 Accuracy | 0.78 | 0.80 | 0.75 | |||
 AUC | 0.79 | 0.82 | 0.74 | |||
 Sensitivity | 0.80 | 0.82 | 0.77 | |||
 Specificity | 0.73 | 0.73 | 0.70 | |||
 Confusion matrix | 36,763 | 3993 | 36,455 | 4497 | 35,685 | 3951 |
9471 | 10,758 | 7782 | 12,463 | 10,628 | 9091 |