Table 3 Comparison of the diagnostic performance of different models in the validation cohort
From: Exploring the diagnostic value of ultrasound radiomics for neonatal respiratory distress syndrome
Model | Sen | Spe | Accuracy | PPV | NPV | AUC | Youden index |
|---|---|---|---|---|---|---|---|
RF | 95.83% | 94.44% | 95.00% | 92.00% | 97.14% | 0.951 | 0.9027 |
SVM | 95.83% | 91.67% | 93.33% | 88.46% | 97.06% | 0.938 | 0.8750 |
LR | 87.50% | 94.44% | 91.67% | 91.30% | 91.89% | 0.910 | 0.8194 |
KNN | 91.67% | 88.89% | 90.00% | 84.62% | 94.12% | 0.903 | 0.8056 |
MLP | 79.17% | 88.89% | 85.00% | 82.61% | 86.48% | 0.840 | 0.6806 |