Various test metrics for binary classification. Performance reflects mean of 5 separate seeded runs
| Binary Classification | Accuracy | Sensitivity | Specificity | PPV | NPV | ROC AUC |
|---|---|---|---|---|---|---|
| 1 section, random initialization | 92.83% (1.16%) | 89.76% (2.11%) | 95.87% (0.43%) | 95.61% (0.68%) | 90.34% (1.69%) | 0.9735 (0.0095) |
| 1 section, pretrained | 93.41% (1.13%) | 91.07% (2.39%) | 95.69% (0.72%) | 95.55% (0.46%) | 91.48% (2.00%) | 0.9815 (0.0059) |
| 3 sections, random initialization | 92.40% (0.86%) | 90.24% (1.05%) | 94.56% (0.92%) | 94.32% (1.17%) | 90.59% (0.82%) | 0.9782 (0.0072) |
| 3 sections, pretrained | 93.88% (0.78%) | 91.52% (1.40%) | 96.23% (0.94%) | 96.14% (0.64%) | 91.80% (1.71%) | 0.9850 (0.0044) |
| 9 sections, random initialization | 93.14% (0.95%) | 90.79% (2.19%) | 95.39% (1.77%) | 95.26% (1.81%) | 91.28% (1.12%) | 0.9821 (0.0064) |
| 9 sections, pretrained | 93.14% (0.69%) | 91.75% (1.77%) | 94.43% (1.85%) | 94.43% (1.62%) | 92.01% (1.18%) | 0.9843 (0.0038) |
| 27 sections, random initialization | 93.84% (1.04%) | 92.23% (1.88%) | 95.40% (1.54%) | 95.31% (1.48%) | 92.49% (1.46%) | 0.9831 (0.0062) |
| 27 sections, pretrained | 93.45% (0.64%) | 90.67% (1.58%) | 96.17% (1.19%) | 96.01% (1.15%) | 91.17% (0.86%) | 0.9858 (0.0041) |
The numbers in parentheses represent SD.