Statistically significant meta-analyses of clinical trials have modest credibility and inflated effects

Most meta-analyses with nominally significant results pertain to truly nonnull effects, but exceptions are not uncommon. The magnitude of observed effects, especially in meta-analyses with limited evidence, is often inflated.