Table 3 Model Performance.
Female Model | Accuracy | Sensitivity | Specificity | Precision | F1 score | AUC |
|---|---|---|---|---|---|---|
Random Forest | 86.34% | 92.26% | 53.57% | 91.66% | 91.96% | 0.90 |
Stratified K-fold Random Forest | 86.02% | 97.40% | 31.25% | 87.20% | 92.02% | 0.94 |
Neural Network | 84.58% | 88.44% | 68.29% | 92.16% | 87.92% | 0.89 |
Stratified K-fold Neural Network | 94.32% | 96.82% | 83.01% | 96.26% | 96.54% | 0.95 |
Male Model | Accuracy | Sensitivity | Specificity | Precision | F1 score | AUC |
|---|---|---|---|---|---|---|
Random Forest | 89.07% | 95.48% | 53.57% | 91.92% | 93.63% | 0.88 |
Stratified K-fold Random Forest | 85.71% | 97.53% | 54.84% | 84.94% | 90.80% | 0.91 |
Neural Network | 84.84% | 90.52% | 72.73% | 87.61% | 89.04% | 0.88 |
Stratified K-fold Neural Network | 92.82% | 94.15% | 89.49% | 95.66% | 94.90% | 0.94 |
