Table 3.
The OM obtained from six stages of training was tested and evaluated on three datasets.
| Project name | Evaluation indicators | Result | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AUC (95% CI) | Sensitivity (%) | Specificity (%) | DAPT (%) | APTI (%) | MDRPT (%) | DAPD (%) | ADPD (%) | MDRPD (%) | Total score | |||
| First | ATDS | Result | 0.687 (0.574–0.785) | 77.3 | 57.6 | 39.5 | 55.6 | 27.2 | 34.6 | 66.7 | 22.2 | |
| Score | 13.74 | 7.73 | 5.76 | 3.95 | 5.55 | 7.28 | 3.46 | 6.67 | 7.78 | 61.92 | ||
| OITDS | Result | 0.836 (0.761–0.895) | 100 | 55.8 | 44.6 | 63.3 | 20.8 | 42.3 | 72.6 | 13.8 | ||
| Score | 16.72 | 10 | 5.58 | 4.45 | 6.33 | 7.92 | 4.23 | 7.26 | 8.62 | 71.10 | ||
| ETDS | Result | 0.788 (0.721–0.845) | 68.1 | 83.78 | 45.0 | 62.8 | 22.2 | 44.4 | 76.3 | 12.8 | ||
| Score | 15.76 | 6.81 | 8.38 | 4.5 | 6.28 | 7.78 | 4.44 | 7.63 | 8.72 | 70.30 | ||
| Second | ATDS | Result | 0.806 (0.705–0.883) | 66.7 | 82.1 | 43.5 | 62.0 | 22.4 | 35.3 | 62.0 | 17.6 | |
| Score | 16.12 | 6.67 | 8.21 | 4.35 | 6.2 | 7.76 | 3.53 | 6.2 | 8.24 | 67.28 | ||
| OITDS | Result | 0.826 (0.750–0.887) | 85.7 | 71.6 | 48.5 | 57.20 | 35.4 | 51.5 | 75.9 | 11.5 | ||
| Score | 16.52 | 8.57 | 7.16 | 4.85 | 5.72 | 6.46 | 5.15 | 7.59 | 8.85 | 70.87 | ||
| ETDS | Result | 0.84 (0.779–0.891) | 82.6 | 70.30 | 48.9 | 60.60 | 30.0 | 50.0 | 77.2 | 9.4 | ||
| Score | 16.80 | 8.26 | 7.03 | 4.89 | 6.06 | 7.00 | 5.00 | 7.72 | 9.06 | 71.82 | ||
| Third | ATDS | Result | 0.917 (0.836–0.966) | 92.6 | 79.0 | 57.1 | 69.8 | 20.2 | 51.2 | 78.0 | 7.1 | |
| Score | 18.34 | 9.26 | 7.9 | 5.71 | 6.98 | 7.98 | 5.12 | 7.8 | 9.29 | 78.38 | ||
| OITDS | Result | 0.840 (0.765–0.898) | 80.0 | 80.0 | 50.8 | 67.7 | 20.0 | 48.5 | 73.8 | 8.5 | ||
| Score | 16.80 | 8.00 | 8.00 | 5.08 | 6.77 | 8.00 | 4.85 | 7.38 | 9.15 | 74.03 | ||
| ETDS | Result | 0.791 (0.724–0.848) | 75.3 | 72.97 | 55.6 | 73.0 | 11.7 | 51.7 | 78.2 | 9.4 | ||
| Score | 15.82 | 7.53 | 7.3 | 5.56 | 7.3 | 8.83 | 5.17 | 7.82 | 9.06 | 74.39 | ||
| Fourth | ATDS | Result | 0.803 (0.700–0.883) | 96.2 | 63.6 | 49.4 | 69.1 | 13.6 | 46.9 | 78.0 | 6.2 | |
| Score | 16.06 | 9.62 | 6.36 | 4.94 | 6.91 | 8.64 | 4.69 | 7.8 | 9.38 | 74.40 | ||
| OITDS | Result | 0.883 (0.815–0.932) | 85.7 | 84.2 | 46.9 | 67.4 | 14.6 | 49.2 | 77.8 | 6.9 | ||
| Score | 17.66 | 8.57 | 8.42 | 4.69 | 6.74 | 8.54 | 4.92 | 7.78 | 9.31 | 76.63 | ||
| ETDS | Result | 0.869 (0.810–0.914) | 84.1 | 78.4 | 57.2 | 72.6 | 14.4 | 57.2 | 78.9 | 8.3 | ||
| Score | 17.38 | 8.41 | 7.84 | 5.72 | 7.26 | 8.56 | 5.72 | 7.89 | 9.17 | 77.95 | ||
| Fifth | ATDS | Result | 0.858 (0.765–0.924) | 85 | 87.7 | 48.2 | 65.5 | 16.5 | 34.1 | 67.5 | 11.8 | |
| Score | 17.16 | 8.5 | 8.77 | 4.82 | 6.55 | 8.35 | 3.41 | 6.75 | 8.82 | 73.13 | ||
| OITDS | Result | 0.908 (0.845–0.952) | 94.3 | 73.7 | 55.4 | 67.4 | 20.0 | 50.0 | 76.7 | 10 | ||
| Score | 18.16 | 9.43 | 7.37 | 5.54 | 6.74 | 8.00 | 5.00 | 7.67 | 9.00 | 76.91 | ||
| ETDS | Result | 0.82 (0.756–0.873) | 79.7 | 75.7 | 48.3 | 64.1 | 23.3 | 53.3 | 76.6 | 11.1 | ||
| Score | 16.40 | 7.97 | 7.57 | 4.83 | 6.41 | 7.67 | 5.33 | 7.66 | 8.89 | 72.73 | ||
| Sixth | OITDS | Result | 0.87 (0.800–0.922) | 97.1 | 63.3 | 57.7 | 74.4 | 11.5 | 56.9 | 79.9 | 6.9 | |
| Score | 17.40 | 9.71 | 6.63 | 5.77 | 7.44 | 8.85 | 5.69 | 7.99 | 9.31 | 78.79 | ||
| ETDS | Result | 0.849 (0.788–0.898) | 73.9 | 84.59 | 58.9 | 71.7 | 18.9 | 52.8 | 76.9 | 8.3 | ||
| Score | 16.98 | 7.39 | 8.46 | 5.9 | 7.17 | 8.11 | 5.28 | 7.69 | 9.17 | 76.15 | ||