Table 4.
Test set performance of each model with various data set combinations.
| Feature | Model | Accuracy | AUROCa | Specificity | Sensitivity | Precision | F1 score |
| All features | Random forest | 0.813 | 0.872 | 0.938 | 0.574 | 0.827 | 0.677 |
| Lifestyle and environment | RGFb | 0.674 | 0.687 | 0.773 | 0.477 | 0.513 | 0.495 |
| Questionnaire | RGF | 0.771 | 0.843 | 0.858 | 0.617 | 0.712 | 0.661 |
aAUROC: area under the receiver operating characteristic.
bRGF: regularized greedy forest.