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    "Retrospective corrected sources. 2025-26 final outcomes and 2024-25 training data were used in v2 research, so neither season is wholly unseen research data. This new specification is frozen before new test comparisons; do not call this prospective validation.",
    "Shooting-threat proxy only. No historical direct gravity. No off-ball causal claim.",
    "Game residual slices do not prove individual attribution fairness. Sign constraints ensure monotonic partial effects, not causal credit."
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