Research Article
Differential Diagnosis Model of Hypocellular Myelodysplastic Syndrome and Aplastic Anemia Based on the Medical Big Data Platform
Table 7
The comparison of the test set evaluation index [
28].
| Aspects | Index | Logistic | Decision tree | BP neural network | SVM |
| Authenticity | Sensitivity (%) | 70.59 | 76.47 | 76.47 | 67.65 | Specificity (%) | 72.09 | 83.72 | 72.09 | 76.74 | Youden index | 0.43 | 0.60 | 0.49 | 0.44 | +LR | 2.53 | 4.70 | 2.74 | 2.91 | −LR | 0.41 | 0.28 | 0.33 | 0.42 | AUC (95% CI) | 0.71 (0.60, 0.81) | 0.80 (0.70, 0.88) | 0.74 (0.63, 0.84) | 0.72 (0.61, 0.82) |
| Reliability | Accuracy (%) | 71.43 | 80.52 | 74.03 | 72.73 | Kappa | 0.42 | 0.60 | 0.48 | 0.45 |
| Benefit | +PV (%) | 66.67 | 78.79 | 68.42 | 69.70 | −PV (%) | 75.61 | 81.82 | 79.49 | 75.00 |
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