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Peak-window role coverage uses documented All-Defense selections within two years, decayed by 0.7 per year of distance. These affect coverage only, not a second individual-rating bonus.", "No uniform historical tracking, matchup, screen-assist or on/off dataset is available in this release. Shooting/assist rates are proxies for spacing and creation; they do not directly measure off-ball gravity.", "A full-strength fit model worsened held-out mean absolute win error from 3.924 to 4.413; the released 25% uncertainty weight gives 4.049. This is not a demonstrated historical predictive improvement, and the holdout was inspected during revision, not a pristine final test.", "Calibration is retrospective same-season validation, not a forward forecasting experiment. Old low-three-point eras may be disadvantaged by the shooting proxy.", "Current pre-debut rookies retain pedigree ability. If any starter lacks measured NBA role data, the lineup receives no fit adjustment; no rookie role statistics are fabricated.", "Current-roster roles are a dated recent-season anchor. Live form continues to update ability; role features require an audited evidence refresh, not a single hot game.", "Daily applies starter fit at 90%; Pro at 70% regular season/84% playoffs. 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