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评估 2010 年至 2015 年期间《自然》和《科学》杂志上社会科学实验的可重复性。

Evaluating the replicability of social science experiments in Nature and Science between 2010 and 2015.

机构信息

California Institute of Technology, Pasadena, CA, USA.

Department of Economics, Stockholm School of Economics, Stockholm, Sweden.

出版信息

Nat Hum Behav. 2018 Sep;2(9):637-644. doi: 10.1038/s41562-018-0399-z. Epub 2018 Aug 27.

Abstract

Being able to replicate scientific findings is crucial for scientific progress. We replicate 21 systematically selected experimental studies in the social sciences published in Nature and Science between 2010 and 2015. The replications follow analysis plans reviewed by the original authors and pre-registered prior to the replications. The replications are high powered, with sample sizes on average about five times higher than in the original studies. We find a significant effect in the same direction as the original study for 13 (62%) studies, and the effect size of the replications is on average about 50% of the original effect size. Replicability varies between 12 (57%) and 14 (67%) studies for complementary replicability indicators. Consistent with these results, the estimated true-positive rate is 67% in a Bayesian analysis. The relative effect size of true positives is estimated to be 71%, suggesting that both false positives and inflated effect sizes of true positives contribute to imperfect reproducibility. Furthermore, we find that peer beliefs of replicability are strongly related to replicability, suggesting that the research community could predict which results would replicate and that failures to replicate were not the result of chance alone.

摘要

能够复制科学发现对于科学进步至关重要。我们复制了 21 项在 2010 年至 2015 年期间发表在《自然》和《科学》杂志上的经过系统选择的社会科学实验研究。这些复制遵循了原始作者审查的分析计划,并在复制之前进行了预先注册。这些复制的样本量平均比原始研究高约五倍,具有很高的功效。我们发现 13 项(62%)研究的结果与原始研究方向一致,并且复制的效应大小平均约为原始效应大小的 50%。对于补充复制指标,可复制性在 12 项(57%)和 14 项(67%)研究之间变化。与这些结果一致,贝叶斯分析估计的真实阳性率为 67%。真实阳性的相对效应大小估计为 71%,这表明假阳性和真实阳性的夸大效应大小都导致了不完全的可重复性。此外,我们发现同行对可复制性的信念与可复制性密切相关,这表明研究界可以预测哪些结果会被复制,而未能复制的结果不仅仅是偶然的结果。

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