Prediction calibration bookkeeping
All 26 deterministic checks pass. Independent seed families are counted once, starts are chosen using training data, and missing fits stay in the calculation. Pilot, calibration and validation roles cannot be mixed.
Order-statistic tolerance limits and exact binomial validation reuse existing statistical components. This qualifies the bookkeeping, not a noise model, prediction coverage or an Earth-model decision. No new noise draws, fits or aircraft observations were used.