Turnkey implementation of the frozen prereg §6 analysis plan, written before any
confirmatory data exists (analysis-precedes-data, rigor-standards §Statistics).
Pure stdlib, no I/O, no engine, no traffic — calibrated on synthetic ground truth only:
- bootstrap_ci / two_sample_diff_ci: BCa 95% CIs (10k resamples default) with a
percentile fallback when bias/acceleration terms are degenerate; seeded and
reproducible (CIResult carries method+seed for the §6 three-seed spot-check).
- miller_madow_entropy_bits: plug-in Shannon entropy + Miller-Madow bias
correction (§3 estimator).
- spearman: rank correlation for RQ2-P3.
- holm_bonferroni: step-down multiplicity correction with explicit family_size so
a lead paper reporting a subset of the frozen 7-test family still corrects
against the full family (never re-optimised to the reported subset).
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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