{ "model_type": "XGBoost Classifier", "model_architecture": "Classical ML (tree-based gradient boosting)", "governance_status": "ADVISORY ONLY - NO AUTONOMOUS DECISIONS", "human_review_required": true, "training_date": "2026-01-04T16:44:20.621562", "dataset": "BDR-AI/insurance_decision_boundaries_v1", "dataset_type": "synthetic", "features": [ "claim_type", "damage_amount", "injury_involved", "risk_factor" ], "target": "severity (advisory levels: Low/Medium/High)", "decision_boundaries": { "damage_thresholds": { "low": 5000, "medium": 15000, "high": 50000 }, "risk_weights": { "low": 1.0, "medium": 1.5, "high": 2.0 }, "injury_multiplier": 1.8, "severity_thresholds": { "low": 5, "medium": 15 } }, "metrics": { "accuracy": 0.99, "classification_report": { "high": { "precision": 0.9583333333333334, "recall": 1.0, "f1-score": 0.9787234042553191, "support": 46.0 }, "low": { "precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 64.0 }, "medium": { "precision": 1.0, "recall": 0.9777777777777777, "f1-score": 0.9887640449438202, "support": 90.0 }, "accuracy": 0.99, "macro avg": { "precision": 0.9861111111111112, "recall": 0.9925925925925926, "f1-score": 0.9891624830663798, "support": 200.0 }, "weighted avg": { "precision": 0.9904166666666667, "recall": 0.99, "f1-score": 0.9900502032034424, "support": 200.0 } }, "confusion_matrix": [ [ 46, 0, 0 ], [ 0, 64, 0 ], [ 2, 0, 88 ] ], "feature_importance": { "claim_type": 0.0050552659668028355, "damage_amount": 0.5835694074630737, "injury_involved": 0.2242950052022934, "risk_factor": 0.18708032369613647 } } }