KARAMBIOSCIENCE
EST. 2026
EVIDENCE / 02
Tools / CHECK

Multiple-testing workbench

Apply the Benjamini–Hochberg step-up adjustment to a list of p-values.

Inputs

Default inputs are illustrative examples, not data from a published study. No input is transmitted to Karam.

Illustrative example

The result

Method & assumptions

BH controls the false discovery rate under independence and certain positive-dependence conditions; it is not a universal guarantee under arbitrary dependence. The tested family must be defined appropriately. Statistical significance does not establish practical importance.

Sanity check

For 0.01, 0.04, 0.03, the adjusted values in original order are 0.03, 0.04, 0.04.

Sort p-values ascending: p(1)…p(m)
Adjusted p(i) = min[1, minj≥i (m/j)×p(j)]
Compare adjusted p-values with the chosen threshold.

Implementation version 1.0 · 2026-10-15. Deterministic formulas or editorial rules, with no AI model or external service processing your inputs.