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Categories do not establish player positions or talent grades.","Passing and receiving production overlap and must not be added as independent contributions.","Player history stays within the same entity, team and season. Missing games and zero workloads are not zero performance.","Unseen opposing units use an explicitly flagged zero-effect prior; no league history yields null predictions.","Samples and shrinkage weights are diagnostics, not calibrated uncertainty. Supporting teammates and context are not individually identified.","FCS opponents use observed games only; full FCS schedules are not established by these inputs.","Current quality exclusions are reused retrospectively. Paired baselines use identical clean rows and no held-out parameter selection is performed.","Conditional on observed game workload; this is not a pregame forecast of attempts, carries, receptions or total yards.","Receptions are catches, not targets or routes. Passing attempts are not dropbacks.","Kickoff chronology and an embargo do not establish completion, publication, correction or historical source availability.","Player and opponent effects are descriptive benchmarks, not player talent or causal effects.","Intervals are empirical unweighted residual-rate intervals, not guaranteed coverage under changing or dependent data.","No model is automatically promoted; subgroup and temporal samples can be insufficient.","Qualified means the declared paired-game/workload minimum is met; it is not a validated talent grade.","Raw totals cover clean positive-workload source observations, not certified full-season official totals.","Source-review flags are retrospective data-quality decisions; historical source availability is not established.","Observed roster positions were captured later and do not establish historical position, starts, injuries or availability.","Supporting cast, routes, coverage assignments, player penalty impact and game 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