{ "threshold": 0.35, "threshold_explanation": "Prompts at or above the threshold are treated as trigger matches. Scores near the threshold should be reviewed as boundary cases.", "false_positives": 2, "false_negatives": 0, "precision": 0.667, "recall": 1.0, "bucket_stats": { "should_trigger": { "total": 4, "passed": 4, "pass_rate": 1.0 }, "should_not_trigger": { "total": 3, "passed": 3, "pass_rate": 1.0 }, "near_neighbor": { "total": 3, "passed": 1, "pass_rate": 0.333 } }, "comparison": { "baseline_false_positives": 0, "baseline_false_negatives": 4, "improved_false_positives": 2, "improved_false_negatives": 0, "false_positive_delta": 2, "false_negative_delta": -4, "baseline_precision": null, "improved_precision": 0.667, "baseline_recall": 0.0, "improved_recall": 1.0 } }