Table 3.
Performance of proposed models of obsessive–compulsive disorder (OCD) [41], separation anxiety disorder (SAD), and attention deficit hyperactivity disorder (ADHD) detection
| Diseases | Models | Accuracy | Precision | Specificity | Sensitivity | F1 Score |
AUC |
|---|---|---|---|---|---|---|---|
| OCD | RF | 0.92 | 0.57 | 0.97 | 0.36 | 0.44 | 0.7437 |
| DT | 0.92 | 0.54 | 0.97 | 0.32 | 0.40 | 0.7037 | |
| GaussianNB | 0.91 | 0.76 | 0.96 | 0.50 | 0.60 | 0.7465 | |
| SAD | RF | 0.83 | 0.73 | 0.95 | 0.42 | 0.53 | 0.7316 |
| DT | 0.81 | 0.76 | 0.97 | 0.33 | 0.46 | 0.7010 | |
| GaussianNB | 0.79 | 0.62 | 0.91 | 0.46 | 0.53 | 0.7001 | |
| ADHD | RF | 0.91 | 0.94 | 0.99 | 0.62 | 0.75 | 0.8256 |
| DT | 0.87 | 0.76 | 0.96 | 0.50 | 0.60 | 0.7695 | |
| GaussianNB | 0.86 | 0.76 | 0.96 | 0.50 | 0.60 | 0.7695 |