Department of Methodology and Statistics, Tilburg University.
Psychol Bull. 2020 Oct;146(10):922-940. doi: 10.1037/bul0000294. Epub 2020 Jul 23.
We examined the evidence for heterogeneity (of effect sizes) when only minor changes to sample population and settings were made between studies and explored the association between heterogeneity and average effect size in a sample of 68 meta-analyses from 13 preregistered multilab direct replication projects in social and cognitive psychology. Among the many examined effects, examples include the Stroop effect, the "verbal overshadowing" effect, and various priming effects such as "anchoring" effects. We found limited heterogeneity; 48/68 (71%) meta-analyses had nonsignificant heterogeneity, and most (49/68; 72%) were most likely to have zero to small heterogeneity. Power to detect small heterogeneity (as defined by Higgins, Thompson, Deeks, & Altman, 2003) was low for all projects (mean 43%), but good to excellent for medium and large heterogeneity. Our findings thus show little evidence of widespread heterogeneity in direct replication studies in social and cognitive psychology, suggesting that minor changes in sample population and settings are unlikely to affect research outcomes in these fields of psychology. We also found strong correlations between observed average effect sizes (standardized mean differences and log odds ratios) and heterogeneity in our sample. Our results suggest that heterogeneity and moderation of effects is unlikely for a 0 average true effect size, but increasingly likely for larger average true effect size. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
我们检验了在研究之间仅对样本人群和环境进行微小改变时(效应大小)的异质性证据,并在来自社会和认知心理学的 13 个预先注册的多实验室直接复制项目中的 68 项荟萃分析中,探索了异质性与平均效应大小之间的关联。在许多被检验的效应中,包括斯特鲁普效应、“言语遮蔽”效应以及各种启动效应,如“锚定”效应。我们发现异质性有限;68 项荟萃分析中有 48 项(71%)无显著异质性,并且大多数(49/68;72%)最有可能具有零到小的异质性。所有项目检测小异质性(Higgins、Thompson、Deeks 和 Altman,2003 年定义)的能力都较低(平均 43%),但对中到大异质性的能力较好到极好。因此,我们的发现表明,在社会和认知心理学中的直接复制研究中,几乎没有广泛异质性的证据,这表明样本人群和环境的微小变化不太可能影响这些心理学领域的研究结果。我们还发现,我们样本中观察到的平均效应大小(标准化均数差和对数优势比)与异质性之间存在很强的相关性。我们的结果表明,对于零平均真实效应大小,效应的异质性和调节不太可能,但对于更大的平均真实效应大小,这种情况越来越可能发生。(PsycInfo 数据库记录(c)2020 APA,保留所有权利)。