Table 2.
HC vs. PPD | HC vs. AD | PPD vs. AD | |||||||
---|---|---|---|---|---|---|---|---|---|
Cross-validation (1st cohort) | Out-of-sample validation | Chance (95% CI) | Cross-validation (1st cohort) | Out-of-sample validation | Chance (95% CI) | Cross-validation (1st cohort) | Out-of-sample validation | Chance (95% CI) | |
Balanced accuracy | 0.87 | 0.93 | 0.50 (0.44; 0.59) | 0.91 | 0.79 | 0.50 (0.45; 0.57) | 0.76 | 0.73 | 0.50 (0.35; 0.67) |
Sensitivity | 0.85 | 0.88 | 0.11 (0.00; 0.27) | 0.88 | 0.60 | 0.12 (0.03; 0.23) | 0.76 | 0.56 | 0.28 (0.07; 0.50) |
Specificity | 0.89 | 0.99 | 0.90 (0.89; 0.92) | 0.94 | 0.98 | 0.88 (0.86; 0.90) | 0.76 | 0.90 | 0.73 (0.63; 0.83) |
PPV | 0.45 | 0.88 | 0.10 (0.00; 0.25) | 0.66 | 0.86 | 0.18 (0.05; 0.33) | 0.66 | 0.75 | 0.32 (0.08; 0.58) |
NPV | 0.98 | 0.99 | 0.91 (0.89; 0.92) | 0.98 | 0.92 | 0.83 (0.81; 0.85) | 0.79 | 0.79 | 0.68 (0.59; 0.78) |
AUC | 0.91 | 0.98 | 0.50 (0.34; 0.65) | 0.97 | 0.92 | 0.50 (0.39; 0.62) | 0.79 | 0.88 | 0.50 (0.31; 0.68) |
Balanced accuracy, sensitivity, specificity, positive and negative predictive value obtained for the validation cohort (out-of-sample validation). For comparison, results of the first cohort aside with chance-level classification for the validation cohort are also reported.
AD adjustment disorder, AUC area under the curve, CI confidence interval, HC healthy controls, PPD postpartum depression, PPV positive predictive value, NPV negative predictive value.