The ROC curve statistics for the nine age-independent ADHD versus control classifiers
| Classifier: nr | AUC | Tp | Fn | Tn | Fp | Accuracy | Age (Y/N) | AUC category |
|---|---|---|---|---|---|---|---|---|
| 1 | 0.82 | 0.80 | 0.20 | 0.72 | 0.28 | 0.76 | Y | Good |
| 2 | 0.80 | 0.78 | 0.22 | 0.67 | 0.33 | 0.72 | Y | Good |
| 3 | 0.82 | 0.85 | 0.15 | 0.66 | 0.34 | 0.75 | Y | Good |
| 4 | 0.85 | 0.78 | 0.22 | 0.76 | 0.24 | 0.77 | Y | Good |
| 5 | 0.76 | 0.75 | 0.25 | 0.64 | 0.36 | 0.70 | N | Fair |
| 6 | 0.81 | 0.78 | 0.22 | 0.72 | 0.28 | 0.75 | Y | Good |
| 7 | 0.77 | 0.62 | 0.38 | 0.78 | 0.22 | 0.70 | Y | Fair |
| 8 | 0.75 | 0.73 | 0.27 | 0.65 | 0.35 | 0.69 | Y | Fair |
| 9 | 0.77 | 0.79 | 0.21 | 0.62 | 0.38 | 0.70 | Y | Fair |
| Mean (SD) | 0.79(0.03) | 0.76(0.06) | 0.24(0.06) | 0.69(0.06) | 0.31(0.06) | 0.73(0.03) |
The Age column indicates whether not the chronological age is one of the features in the corresponding classifier (Y: yes; N: no).
ADHD, attention deficit hyperactivity disorder; Fn, false negatives; Fp, false positives; ROC, receiver operating characteristic; Tn, true negatives; Tp, true positives.