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Beyond “non-significant” results: Why and how to test for practical equivalence

Proceedings of the National Academy of Sciences, Volume 123, Issue 33, August 2026. Reporting comparisons withP≥ 0.05 as showing “no effect” or “no difference” remains one of the most widespread and problematic misinterpretations in the scientific literature. A statistically nonsignificant result shows only that the data do not provide ...

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