Table 5.
Performance characteristics by categories of determinants used
| Combination | AUC | CA | F1 Score | Precision | Recall |
| Demographic1 (age, gender, language) | 0.74 | 0.75 | 0.72 | 0.72 | 0.75 |
| Demographic1+Traumas | 0.77 | 0.76 | 0.74 | 0.74 | 0.76 |
| Demographics2 (age; gender, language; education; employment) | 0.77 | 0.76 | 0.74 | 0.74 | 0.76 |
| Demographics2 Lifestyle (exercise, sleep, socialising) | 0.82 | 0.79 | 0.78 | 0.78 | 0.79 |
| Demographics2+Lifestyle + Traumas | 0.82 | 0.80 | 0.78 | 0.78 | 0.80 |
| Demographics2+Lifestyle + Traumas+Medical Conditions | 0.83 | 0.80 | 0.78 | 0.78 | 0.80 |
| Demographics2+Lifestyle + Traumas+Medical Conditions+Substance Use | 0.83 | 0.80 | 0.79 | 0.79 | 0.80 |
| Lifestyle | 0.72 | 0.75 | 0.71 | 0.72 | 0.75 |
| Lifestyle+Traumas | 0.75 | 0.76 | 0.73 | 0.74 | 0.76 |
| Lifestyle+Number of Traumas | 0.73 | 0.75 | 0.71 | 0.73 | 0.75 |
| Lifestyle+Number of Traumas+Traumas | 0.75 | 0.76 | 0.73 | 0.74 | 0.76 |
| Traumas | 0.65 | 0.74 | 0.68 | 0.71 | 0.74 |
| Traumas+Lifestyle (exercise) | 0.69 | 0.75 | 0.69 | 0.72 | 0.75 |
| Traumas+Lifestyle (exercise+sleep) | 0.73 | 0.76 | 0.72 | 0.73 | 0.76 |
| Traumas+Lifestyle (exercise+sleep + socialising) | 0.75 | 0.76 | 0.73 | 0.74 | 0.76 |
AUC, area under the ROC curve; CA, classification accuracy.