{
  "certificate_version": "1",
  "record": {
    "schema": "anomaly-detection/1",
    "archetype": "anomaly_detection",
    "issued_at": "2026-09-16T21:59:40.098596+00:00",
    "subject": {
      "system_under_test": "Isolation Forest (sklearn, n_estimators=100, contamination='auto') \u2014 the unsupervised default, fit on normal operation, run at its default threshold",
      "data": "SWaT (Secure Water Treatment) \u2014 Kaggle vishala28/swat-dataset-secure-water-treatment-system v3",
      "normal_sha256": "efa3dfd271fd33402d04ff4323d92ba739758bb2d4b9c6e9cc205980891f111f",
      "attack_sha256": "81977a6206ba954781df5481481ef1c39e94a405980f4f45b98e9c0a9cedadd2"
    },
    "claim": "the system claims to detect anomalies with high precision",
    "verdict": "falsified",
    "finding": {
      "gap": "overflagging_collapse",
      "effect": "flags 19.2% of traffic as anomalous when only 4.1% is \u2014 precision 16.8% (5 false alarms per real catch), and accuracy 83.2% below the 'flag nothing' baseline of 95.9%",
      "detail": "the detector's default threshold over-flags: 214,673 of 257,946 alerts are false positives. The ranking itself is sound (AUC 0.9031), so this is a threshold/precision collapse \u2014 the gap between a detector that can separate anomalies and one that is *operated* at high precision, which is exactly what a 'high precision' claim hides"
    },
    "metrics": {
      "precision": 0.1678,
      "recall": 0.7922,
      "flag_rate": 0.1923,
      "anomaly_rate": 0.0407,
      "false_alarms_per_catch": 4.96,
      "accuracy": 0.8315,
      "flag_nothing_baseline": 0.9593,
      "auc": 0.9031,
      "budget_precision": 0.6545,
      "budget_recall": 0.6545,
      "tp": 43273,
      "fp": 214673,
      "fn": 11348,
      "tn": 1072425
    },
    "record_hash": "ee06413eeb63c99bc5db162165a17709790ab8cf399561b1184055d8df738b2c"
  },
  "signature": {
    "algorithm": "ed25519",
    "key_id": "5d303baa00a6b243",
    "verifier_version": "0.2.0",
    "signed_hash": "ee06413eeb63c99bc5db162165a17709790ab8cf399561b1184055d8df738b2c",
    "signature": "4e60e6747333a1ca7ad76d3f5f124756f2953144f8464f215fbdc8edca4b605a19599af08fdf6ab47edeb7533100219f0cc5fe207f4df2de4d7a20aea23e8906",
    "public_key": "-----BEGIN PUBLIC KEY-----\nMCowBQYDK2VwAyEAJCck0ZY9iv4TdtzJAxiVCJ1J7AiDwYDZ0HwJSzd/few=\n-----END PUBLIC KEY-----\n"
  },
  "key_cert": {
    "not_after": "2027-09-13T16:32:17Z",
    "not_before": "2026-09-13T16:32:17Z",
    "root_key_id": "251b14346af43d1d",
    "root_public_key": "-----BEGIN PUBLIC KEY-----\nMCowBQYDK2VwAyEA/jJuYipI/y6/GDbKYKO/opSFVu3yu0MjlTQ9qtZrKjg=\n-----END PUBLIC KEY-----\n",
    "schema": "turiya/key-cert/1",
    "signature": "a93f8a31060bdcf2e92fa8667ac11e3d3e3d9801c1f5928adb7bce6e6f787dc029a804703bce025347424fce6067008172bdaf17cd6d04f82ba644c98642f900",
    "subkey_id": "5d303baa00a6b243",
    "subkey_public_key": "-----BEGIN PUBLIC KEY-----\nMCowBQYDK2VwAyEAJCck0ZY9iv4TdtzJAxiVCJ1J7AiDwYDZ0HwJSzd/few=\n-----END PUBLIC KEY-----\n"
  },
  "timestamp": {
    "schema": "turiya/rfc3161/1",
    "tsa_url": "https://freetsa.org/tsr",
    "token": 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    "imprint": "ee06413eeb63c99bc5db162165a17709790ab8cf399561b1184055d8df738b2c",
    "gen_time": "2026-09-23T18:26:08Z",
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  }
}