From: Mental pain and lifetime suicide attempts in early adolescence: a preliminary study
Measure | Original estimates (from the first analytic step) | Synthetic minority oversampling technique (SMOTE) | Random undersampling (RUS) | ||||||
---|---|---|---|---|---|---|---|---|---|
AUC | Sensitivity | Specificity | AUC SMOTE | Sensitivity SMOTE | Specificity SMOTE | AUC RUS | Sensitivity RUS | Specificity RUS | |
Suicidal cognitions (SCS-R) | 0.87 | 0.71 | 0.92 | 0.87 | 0.84 | 0.75 | 0.88 | 0.80 | 0.80 |
Entrapment (E-SF) | 0.88 | 0.76 | 0.89 | 0.87 | 0.86 | 0.80 | 0.87 | 0.84 | 0.80 |
Mental pain (UP3) | 0.89 | 0.82 | 0.92 | 0.87 | 0.87 | 0.80 | 0.90 | 0.85 | 0.85 |
Depression (PHQ-A) | 0.74 | 0.59 | 0.92 | 0.72 | 0.78 | 0.55 | 0.77 | 0.72 | 0.65 |