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10.1177/1745691616650874

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pmid27694466
      Perspect+Psychol+Sci 2016 ; 11 (5 ): 713-729
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  • Conducting Meta-Analyses Based on p Values: Reservations and Recommendations for Applying p-Uniform and p-Curve #MMPMID27694466
  • van Aert RC ; Wicherts JM ; van Assen MA
  • Perspect Psychol Sci 2016[Sep]; 11 (5 ): 713-729 PMID27694466 show ga
  • Because of overwhelming evidence of publication bias in psychology, techniques to correct meta-analytic estimates for such bias are greatly needed. The methodology on which the p-uniform and p-curve methods are based has great promise for providing accurate meta-analytic estimates in the presence of publication bias. However, in this article, we show that in some situations, p-curve behaves erratically, whereas p-uniform may yield implausible estimates of negative effect size. Moreover, we show that (and explain why) p-curve and p-uniform result in overestimation of effect size under moderate-to-large heterogeneity and may yield unpredictable bias when researchers employ p-hacking. We offer hands-on recommendations on applying and interpreting results of meta-analyses in general and p-uniform and p-curve in particular. Both methods as well as traditional methods are applied to a meta-analysis on the effect of weight on judgments of importance. We offer guidance for applying p-uniform or p-curve using R and a user-friendly web application for applying p-uniform.
  • |*Data Interpretation, Statistical [MESH]
  • |*Meta-Analysis as Topic [MESH]
  • |*Models, Statistical [MESH]
  • |Humans [MESH]
  • |Internet [MESH]
  • |Psychology/methods [MESH]
  • |Publication Bias [MESH]


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