From: Confidence-based laboratory test reduction recommendation algorithm
Target Coverage | Model Coverage | Reduction Rate | Normality | Stability | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Prev | AUC | Acc | Prec | AUPRC | Prev | AUC | Acc | Prec | AUPRC | |||
0.75 | 77.92% | 3.08% | 10.09% | 95.92% | 95.16% | 78.28% | 81.52% | 99.70% | 96.91% | 99.70% | 99.70% | 99.99% |
0.80 | 81.64% | 4.94% | 12.24% | 95.34% | 94.49% | 82.33% | 80.78% | 98.99% | 95.99% | 99.01% | 99.02% | 99.96% |
0.85 | 83.80% | 9.91% | 15.25% | 95.89% | 93.17% | 74.38% | 80.05% | 97.40% | 95.94% | 97.41% | 97.46% | 99.89% |
0.90 | 89.84% | 11.71% | 17.28% | 93.89% | 89.47% | 64.89% | 71.12% | 93.94% | 96.06% | 94.84% | 97.21% | 99.74% |
0.95 | 96.91% | 16.89% | 19.07% | 92.24% | 86.76% | 60.99% | 67.56% | 92.25% | 95.19% | 94.22% | 95.77% | 99.58% |
1.0 | 99.99% | 17.48% | 19.51% | 91.10% | 85.64% | 59.18% | 63.43% | 90.82% | 94.94% | 93.43% | 95.36% | 99.47% |