| { | |
| "model_name": "Random Forest", | |
| "n_features": 24, | |
| "feature_names": [ | |
| "Age", | |
| "Diabetes Duration", | |
| "HbA1c %", | |
| "Systolic BP", | |
| "Diastolic BP", | |
| "BMI", | |
| "Cholesterol mg dL", | |
| "IOP mmHg", | |
| "VA_Right_Score", | |
| "VA_Left_Score", | |
| "VA_Avg_Score", | |
| "VA_Diff", | |
| "MAP", | |
| "Pulse_Pressure", | |
| "HbA1c_Duration", | |
| "Age_Duration_Ratio", | |
| "Gender", | |
| "Ethnicity", | |
| "Diabetes Type", | |
| "Smoking", | |
| "Kidney Disease", | |
| "Neuropathy", | |
| "Eye Side", | |
| "Has_Symptom" | |
| ], | |
| "class_names": [ | |
| "No DR", | |
| "Mild DR", | |
| "Moderate DR", | |
| "Severe DR", | |
| "Proliferative DR" | |
| ], | |
| "test_accuracy": 0.2167, | |
| "test_f1": 0.1915, | |
| "test_qw_kappa": -0.1617, | |
| "cv_accuracy_mean": 0.2467, | |
| "cv_accuracy_std": 0.0542, | |
| "train_samples": 240, | |
| "test_samples": 60, | |
| "dataset_total": 300, | |
| "trained_at": "2026-02-19T15:23:53.332267", | |
| "all_results": { | |
| "Random Forest": { | |
| "accuracy": 0.2167, | |
| "f1": 0.1915, | |
| "qw_kappa": -0.1617 | |
| }, | |
| "Gradient Boosting": { | |
| "accuracy": 0.1667, | |
| "f1": 0.1526, | |
| "qw_kappa": -0.2824 | |
| }, | |
| "HistGradientBoosting": { | |
| "accuracy": 0.1833, | |
| "f1": 0.1649, | |
| "qw_kappa": -0.2857 | |
| }, | |
| "Ensemble": { | |
| "accuracy": 0.2, | |
| "f1": 0.1801, | |
| "qw_kappa": -0.1926 | |
| } | |
| } | |
| } |