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Comparison of predictive performance of various machine learning models for predicting need for surgical intervention within 6 months among patients with primary open-angle glaucoma.
| Predictive Model | AUC | Sensitivity | Specificity | Accuracy | Youden Index |
|---|---|---|---|---|---|
| Multivariate Logistic Regression | 0.67 | 0.75 | 0.50 | 0.62 | 0.26 |
| Random Forests | 0.65 | 0.55 | 0.68 | 0.62 | 0.24 |
| Artificial Neural Networks | 0.65 | 0.71 | 0.51 | 0.60 | 0.22 |
