Table 2.
Detailed performance metrics of the CNN-SVM model on the test
| Task | Class | Preision | Recall | F1-Score | Accuracy | AUC(95% CI) | p-value |
|---|---|---|---|---|---|---|---|
|
0–1 (Normal vs Osteopenia) |
Normal | 0.80 | 0.44 | 0.57 | 0.85 |
0.83 (0.67–0.97) |
0.001 |
| Osteopenia | 0.85 | 0.97 | 0.91 | ||||
|
0–2 (Normal vs. Osteoporosis) |
Normal | 0.57 | 1.00 | 0.73 | 0.82 |
0.93 (0.81–1.00) |
< 0.001 |
| Osteoporosis | 1.00 | 0.76 | 0.86 | ||||
| 1–2 (Osteopenia vs. Osteoporosis) | Osteopenia | 0.71 | 0.73 | 0.72 | 0.69 |
0.743 (0.59–0.87) |
0.002 |
| Osteoporosis | 0.67 | 0.64 | 0.65 |