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  ],
  "method": {
    "frozenBeforeCalls": true,
    "eventScoring": "One detected event per primary source if any observation overlapping its publisher interval matches. Later detection counts. Outside-interval matches are reported separately.",
    "delay": "First matching observation is video time, not real-world alert delay. The sources include edits and title overlays.",
    "publication": "UCF-Crime frames are private evaluation assets only. Public article links to publisher; no redistribution permission assumed.",
    "sources": [
      "https://www.crcv.ucf.edu/research/real-world-anomaly-detection-in-surveillance-videos/"
    ],
    "scope": "Five full selected recordings plus a 20-second normal control evaluated against both Events. Saved-frame replay, not live RTSP; no notifications.",
    "limitations": "Publisher intervals describe an incident, not uninterrupted action in every frame. Low-resolution footage and Fighting018 title overlay may affect predictions. These clips have been used in prior evaluations and are not a held-out test. No prompts were tuned after this run.",
    "postRunReview": {
      "Fighting018-040-fight": "Last observation consists of martial-arts title/illustration, not a real fight. See illustrationMatches for models that triggered. Frozen unscored label retained; explicitly disclosed as edited-source false trigger, not added to primary false-positive denominator.",
      "Fighting018-020-fight": "Mostly aftermath, person on ground, then outro; TypeSafe match requires caution.",
      "Assault011-040-assault": "People gesturing/moving after publisher interval; not confidently relabeled from sampled frames.",
      "Assault006-000-assault": "Qwen matched the labeled negative observation. Post-run sampled frame review shows a person moving/bending by the counter with no visible physical attack. Negative label retained."
    },
    "illustrationMatches": [
      "TypeSafe AI Jev 1.14.0",
      "LiquidAI d1-2B (bfloat16)",
      "Qwen3.5-9B (Q4_K_M)"
    ]
  }
}