Table 2 Performance of SMFIF for classifying Sjögren’s disease versus controls
Testing set (3429 vs 4097) | Internal validation set (4203 vs 5126) | External validation set (139 vs 406) | |
|---|---|---|---|
ACC | 0.858(0.850–0.866) | 0.859 (0.852–0.866) | 0.960(0.942–0.973) |
Recall | 0.832(0.821–0.845) | 0.825 (0.813–0.833) | 0.871(0.822–0.917) |
F1-score | 0.842(0.832–0.851) | 0.841 (0.833–0.849) | 0.917(0.883–0.947) |
PPV | 0.852(0.839–0.862) | 0.857 (0.847–0.867) | 0.968(0.929–0.992) |
AUC | 0.929(0.923–0.935) | 0.934 (0.929–0.939) | 0.964(0.943–0.986) |
Specificity | 0.879(0.869–0.888) | 0.887 (0.880–0.897) | 0.990(0.979–0.998) |