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  "limitations": [
    "Every target is predicted using strictly earlier game dates; the whole target day is excluded.",
    "This is a historical replay using finalized source statistics, not a prospective holdout or historically versioned pregame feed.",
    "Candidate settings were developed after this checkpoint was available. These results are diagnostic, not independent confirmation.",
    "Predicting yards/play differential tests the opponent-reference mechanism, not final résumé rankings, wins, player safety, or agreement with AP.",
    "Connected and sparse-weighted predictions are mechanism diagnostics, not the candidate 0–100 grade or a new ranking formula.",
    "No FCS-versus-FCS statistics were added. Sparse coverage remains unresolved; neutral priors are explicit, not invented observations.",
    "One checkpoint and one named source scenario are tested. Alternative-source and multi-season sensitivity remain untested.",
    "No parameter search or winner-based tuning was performed; no model is promoted from this report."
  ]
}
