Table 2 Comparison of the diagnostic performance of different models in the training cohort
From: Exploring the diagnostic value of ultrasound radiomics for neonatal respiratory distress syndrome
Model | Sen | Spe | Accuracy | PPV | NPV | AUC | Youden index |
|---|---|---|---|---|---|---|---|
RF | 98.96% | 100% | 99.58% | 100% | 99.31% | 0.995 | 0.9896 |
SVM | 93.75% | 97.92% | 96.25% | 96.77% | 95.92% | 0.958 | 0.9167 |
MLP | 86.46% | 95.83% | 92.08% | 93.26% | 97.87% | 0.911 | 0.8229 |
KNN | 85.42% | 91.67% | 89.17% | 87.23% | 90.41% | 0.885 | 0.7709 |
LR | 84.40% | 92.36% | 89.17% | 88.04% | 89.86% | 0.884 | 0.7676 |