Q_omics.R/ statistical source.empirical_omics_tests() for resampling-calibrated
cross-omic inference.run_omics_braid() reports empirical tests only when
explicitly requested; empirical p-values are not made primary unless
empirical_use_as_primary = TRUE.basic bootstrap interval.04_RUN_ROBUST_CALIBRATION.R).~/OmicsBraid_ValidationCache/confirmatory_v020_design._CONFIRMATORY_VALIDATION_OUTPUT folder only after the local
run completes.bootstrap_effect_intervals() with
subject-bootstrap percentile, basic, and BCa confidence intervals for
layer-specific Hedges’ g effects.bootstrap_consensus_intervals() with
percentile/basic bootstrap confidence intervals for GLS consensus
effects.ci_method and
integrated_ci_method options to
run_omics_braid() while deliberately retaining analytic SEs
and p-values as the inferential basis.conf_low_analytic, conf_high_analytic) so
interval-method sensitivity is auditable.test_braid_trend(), a covariance-aware GLS
trajectory test with a prespecified practical slope margin.no_detectable_effect to distinguish failure to
reject the joint null from demonstrated practical equivalence
(null_equivalent).suggestive_pattern reports effect geometry when precision
is insufficient.
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