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        "replicate": 190
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        "replicate": 192
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        "replicate": 193
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        "replicate": 194
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        "replicate": 196
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        "raw_increments": {
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        "replicate": 197
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        "raw_increments": {
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          "recorded_abad_after_combined": -0.012621579941761718
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        "replicate": 198
      },
      {
        "max_raw_increment": -0.006854296393668635,
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        "raw_increments": {
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        "replicate": 199
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    ]
  },
  "spec": {
    "alpha_source": "Frozen from the repeatedly selected v2.9/v3.0 hierarchy; not retuned in observed or null runs.",
    "complexity": "BIC-style 0.5 * categorical parameter count * log2(training tokens), reported separately from raw held-out likelihood.",
    "dirichlet_alpha": 32.0,
    "estimator": "Categorical naive-Bayes likelihood-ratio model with frozen Dirichlet strength 32 and five-fold held-out pages.",
    "frozen_carriers_from_v1_13": [
      "qok",
      "she",
      "che",
      "dai",
      "oka",
      "ote",
      "oke",
      "ota",
      "sai",
      "qot"
    ],
    "frozen_core": [
      "l",
      "n",
      "o",
      "r",
      "s",
      "y"
    ],
    "interpretation": "Discriminates independent ending signal from carrier/layout absorption; no language claim.",
    "layout_features": [
      "section/illustration proxy",
      "hand",
      "recto-verso",
      "line position",
      "line edge",
      "line-length bin",
      "page-density bin"
    ],
    "models": {
      "carrier": [
        "stream",
        "carrier"
      ],
      "carrier_core": [
        "stream",
        "carrier_core"
      ],
      "combined": [
        "stream",
        "layout_context",
        "carrier_core"
      ],
      "core": [
        "stream",
        "core"
      ],
      "full_recorded_abad": [
        "stream",
        "layout_context",
        "carrier_core",
        "abad_context"
      ],
      "intercept": [
        "stream"
      ],
      "layout": [
        "stream",
        "layout_context"
      ],
      "layout_carrier": [
        "stream",
        "layout_context",
        "carrier"
      ],
      "layout_core": [
        "stream",
        "layout_context",
        "core"
      ]
    },
    "null": "Within-page permutation of next-class targets; preserve all predictors and geometry; rerun all eight frozen models; max statistic across four increments.",
    "primary": "Raw held-out core increment after layout+carrier, with max-statistic corrected p<.05.",
    "recorded_abad_features": [
      "current class",
      "previous class",
      "previous-current pair",
      "A-B-A-D prefix phase",
      "completed A-B-A-D window"
    ],
    "replicates": 200,
    "spec_sha256": "9124bff79fecfc006094edfd37eda9b5cba2311eb0686fd11f62aa2eacb0924e",
    "target": "Next broad ABAD structural class A/B/D/X.",
    "unavailable_original_features": [
      "direct illustration-element distance",
      "original multi-space gap/flip measurements"
    ],
    "version": "3.2"
  },
  "terminal_hash": "8eb5404a958425109e4c02854f0ad3290e6a3c57739961be0b2ebb38d0ef17ae"
}