What is the consequence when meta-analyses aggregate literature composed only of published, positive studies?
Answer
They often inflate the perceived magnitude or certainty of an effect.
Because these analyses sample only from the subset where an effect is present (due to unpublished null findings), the resulting aggregated effect size tends to be larger than warranted by the total evidence.

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