{ "model_type": "pressure", "evaluation_set": "sealed_test", "threshold": 0.8920890688896179, "window_metrics": { "samples": 2091, "normal_samples": 1943, "anomaly_samples": 148, "tp": 148, "fp": 16, "fn": 0, "tn": 1927, "precision": 0.9024390243902439, "recall": 1.0, "f1": 0.9487179487179487, "pr_auc": 1.0, "specificity": 0.9917653113741637, "accuracy": 0.9923481587757054, "balanced_accuracy": 0.9958826556870819, "macro_f1": 0.972291790896442, "weighted_f1": 0.9925285420731017, "class_metrics": { "normal": { "precision": 1.0, "recall": 0.9917653113741637, "f1": 0.9958656330749354, "support": 1943 }, "anomaly": { "precision": 0.9024390243902439, "recall": 1.0, "f1": 0.9487179487179487, "support": 148 } }, "confusion_matrix_counts": { "tn": 1927, "fp": 16, "fn": 0, "tp": 148 }, "confusion_matrix_normalized": { "normal": { "predicted_normal": 0.9917653113741637, "predicted_anomaly": 0.008234688625836336 }, "anomaly": { "predicted_normal": 0.0, "predicted_anomaly": 1.0 } } }, "event_metrics": { "anomaly_events": 10, "normal_events": 10, "detected_anomaly_events": 10, "missed_anomaly_events": 0, "false_positive_normal_events": 1, "event_recall": 1.0 }, "by_unit": { "7号机": { "samples": 682, "normal_samples": 682, "anomaly_samples": 0, "tp": 0, "fp": 0, "fn": 0, "tn": 682, "precision": 0.0, "recall": 0.0, "f1": 0.0, "pr_auc": null, "specificity": 1.0, "accuracy": 1.0, "balanced_accuracy": 0.5, "macro_f1": 0.5, "weighted_f1": 1.0, "class_metrics": { "normal": { "precision": 1.0, "recall": 1.0, "f1": 1.0, "support": 682 }, "anomaly": { "precision": 0.0, "recall": 0.0, "f1": 0.0, "support": 0 } }, "confusion_matrix_counts": { "tn": 682, "fp": 0, "fn": 0, "tp": 0 }, "confusion_matrix_normalized": { "normal": { "predicted_normal": 1.0, "predicted_anomaly": 0.0 }, "anomaly": { "predicted_normal": 0.0, "predicted_anomaly": 0.0 } } }, "8号机": { "samples": 673, "normal_samples": 525, "anomaly_samples": 148, "tp": 148, "fp": 16, "fn": 0, "tn": 509, "precision": 0.9024390243902439, "recall": 1.0, "f1": 0.9487179487179487, "pr_auc": 1.0, "specificity": 0.9695238095238096, "accuracy": 0.9762258543833581, "balanced_accuracy": 0.9847619047619047, "macro_f1": 0.9666220304518176, "weighted_f1": 0.9766515086296315, "class_metrics": { "normal": { "precision": 1.0, "recall": 0.9695238095238096, "f1": 0.9845261121856866, "support": 525 }, "anomaly": { "precision": 0.9024390243902439, "recall": 1.0, "f1": 0.9487179487179487, "support": 148 } }, "confusion_matrix_counts": { "tn": 509, "fp": 16, "fn": 0, "tp": 148 }, "confusion_matrix_normalized": { "normal": { "predicted_normal": 0.9695238095238096, "predicted_anomaly": 0.030476190476190476 }, "anomaly": { "predicted_normal": 0.0, "predicted_anomaly": 1.0 } } }, "9号机": { "samples": 736, "normal_samples": 736, "anomaly_samples": 0, "tp": 0, "fp": 0, "fn": 0, "tn": 736, "precision": 0.0, "recall": 0.0, "f1": 0.0, "pr_auc": null, "specificity": 1.0, "accuracy": 1.0, "balanced_accuracy": 0.5, "macro_f1": 0.5, "weighted_f1": 1.0, "class_metrics": { "normal": { "precision": 1.0, "recall": 1.0, "f1": 1.0, "support": 736 }, "anomaly": { "precision": 0.0, "recall": 0.0, "f1": 0.0, "support": 0 } }, "confusion_matrix_counts": { "tn": 736, "fp": 0, "fn": 0, "tp": 0 }, "confusion_matrix_normalized": { "normal": { "predicted_normal": 1.0, "predicted_anomaly": 0.0 }, "anomaly": { "predicted_normal": 0.0, "predicted_anomaly": 0.0 } } } }, "warning": "Labels originate from current scanner rules unless manually updated; metrics measure held-out rule-label agreement, not confirmed physical-fault diagnosis." }