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partitions use the with-NONE call; failures are a separate category and are never counted as wrong or as a zero score.", "Rate families average per text over variants first, then over texts equally; bootstrap resamples text families (2,000 draws, seed 20261005).", "Intervals are marginal descriptive intervals, not p-values, universal rankings, risk guarantees or simultaneous tests.", "Thresholds maximize empirical calibration detection subject to present false rejection <= 5% with strict score > threshold.", "Calibration thresholds use complete-score families only; discrete-only models keep native decisions and receive no invented scores.", "Coverage Brier/reliability uses raw p(NONE) on the balanced constructed mixture; zero ordinary mass is reported separately.", "The primary transfer never selects a score or source using target test outcomes; target-local recalibration is a separate label-consuming reference.", "Confirmation outputs stay separate from v1 and discovery artifacts." ] }