| { | |
| "system_name": "AP3X-Inspired QR Detection", | |
| "approach": "Johns Hopkins 4-Model Ensemble", | |
| "features": 50, | |
| "unusual_pattern_features": 20, | |
| "standard_features": 30, | |
| "ensemble_accuracy": 0.7762762762762763, | |
| "ensemble_auc": 0.8457490353177415, | |
| "individual_accuracies": { | |
| "XGBoost": 0.7652652652652653, | |
| "LightGBM": 0.7692692692692693, | |
| "RandomForest": 0.7777777777777778, | |
| "GradientBoosting": 0.7782782782782782 | |
| }, | |
| "target_achieved": false | |
| } |