The Crisis of Confidence in Research Findings in Psychology: Is Lack of Replication the Real Problem? Or Is It Something Else?

F. Schmidt, In-Sue Oh
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引用次数: 102

Abstract

There have been frequent expressions of concern over the supposed failure of researchers to conduct replication studies. But the large number of meta-analyses in our literatures shows that replication studies are in fact being conducted in most areas of research. Many who argue for replication as the “gold standard” consider a non-significant replication attempt to be strong evidence against the initial study, an interpretation that ignores statistical power, typically low in behavioral research. Many researchers also hold that there is no need to replicate a non-significant finding, believing it will always replicate perfectly, an erroneous belief. These beliefs lead to a widely accepted sequential model of the research process that is deficient because it assumes that a single study can answer a research question, a belief that meta-analysis has shown to be false. Meta-analysis can provide the solution to these problems if the problems of publication bias and questionable research practices are successfully addressed. The real problem is not a lack of replication; it is the distortion of our research literatures caused by publication bias and questionable research practices.
心理学研究成果的信任危机:缺乏可复制性是真正的问题吗?还是其他原因?
人们经常对研究人员进行重复性研究的失败表示担忧。但我们文献中大量的荟萃分析表明,事实上,在大多数研究领域都进行了重复研究。许多主张将复制作为“金标准”的人认为,不显著的复制尝试是反对最初研究的有力证据,这种解释忽视了统计能力,在行为研究中通常很低。许多研究人员还认为,没有必要重复一个不重要的发现,相信它总是会完美地复制,这是一个错误的信念。这些信念导致了一个被广泛接受的研究过程的顺序模型,这个模型是有缺陷的,因为它假设一个单一的研究可以回答一个研究问题,这种信念被荟萃分析证明是错误的。如果成功地解决了发表偏倚和可疑研究实践的问题,元分析可以为这些问题提供解决方案。真正的问题不在于缺乏复制;它是由出版偏见和有问题的研究实践造成的我们的研究文献的扭曲。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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