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等效性检验:检验、相关性及荟萃分析实用入门指南

Equivalence Tests: A Practical Primer for Tests, Correlations, and Meta-Analyses.

作者信息

Lakens Daniël

机构信息

Human Technology Interaction Group, Eindhoven University of Technology, Eindhoven, the Netherlands.

出版信息

Soc Psychol Personal Sci. 2017 May;8(4):355-362. doi: 10.1177/1948550617697177. Epub 2017 May 5.

DOI:10.1177/1948550617697177
PMID:28736600
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5502906/
Abstract

Scientists should be able to provide support for the absence of a meaningful effect. Currently, researchers often incorrectly conclude an effect is absent based a nonsignificant result. A widely recommended approach within a frequentist framework is to test for . In equivalence tests, such as the two one-sided tests (TOST) procedure discussed in this article, an upper and lower equivalence bound is specified based on the smallest effect size of interest. The TOST procedure can be used to statistically reject the presence of effects large enough to be considered worthwhile. This practical primer with accompanying spreadsheet and R package enables psychologists to easily perform equivalence tests (and power analyses) by setting equivalence bounds based on standardized effect sizes and provides recommendations to prespecify equivalence bounds. Extending your statistical tool kit with equivalence tests is an easy way to improve your statistical and theoretical inferences.

摘要

科学家应该能够为不存在有意义的效应提供支持。目前,研究人员常常基于无显著意义的结果错误地得出效应不存在的结论。在频率学派框架内,一种广泛推荐的方法是进行等效性检验。在等效性检验中,比如本文讨论的双单侧检验(TOST)程序,会根据感兴趣的最小效应量指定一个上限和下限等效界值。TOST程序可用于从统计学上拒绝存在足够大且值得考虑的效应。这本实用入门指南以及附带的电子表格和R包,使心理学家能够通过基于标准化效应量设置等效界值轻松进行等效性检验(以及功效分析),并提供预先指定等效界值的建议。用等效性检验扩展你的统计工具包是改善你的统计和理论推断的一种简单方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/18ee/5502906/9a9f47266e90/10.1177_1948550617697177-fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/18ee/5502906/9a9f47266e90/10.1177_1948550617697177-fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/18ee/5502906/9a9f47266e90/10.1177_1948550617697177-fig1.jpg

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R Soc Open Sci. 2016 Jan 13;3(1):150547. doi: 10.1098/rsos.150547. eCollection 2016 Jan.
3
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Behav Sci (Basel). 2025 Aug 7;15(8):1075. doi: 10.3390/bs15081075.
4
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An experimental test of risk perceptions under a new hurricane classification system.新飓风分类系统下风险认知的实验测试。
Sci Rep. 2025 Aug 19;15(1):30320. doi: 10.1038/s41598-025-14170-1.
6
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Imaging Neurosci (Camb). 2025 Jun 10;3. doi: 10.1162/IMAG.a.30. eCollection 2025.
7
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Brain Struct Funct. 2025 Aug 7;230(7):128. doi: 10.1007/s00429-025-02997-3.
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Cross-cultural analysis of eye-movement patterns in visual scene perception: a comparison of seven cultural samples.视觉场景感知中眼动模式的跨文化分析:七个文化样本的比较
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10
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Am Psychol. 2015 Sep;70(6):487-98. doi: 10.1037/a0039400.
4
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Psychol Methods. 2016 Mar;21(1):1-12. doi: 10.1037/met0000051. Epub 2015 Jul 27.
5
Small telescopes: detectability and the evaluation of replication results.小型望远镜:可探测性与复制结果评估
Psychol Sci. 2015 May;26(5):559-69. doi: 10.1177/0956797614567341. Epub 2015 Mar 23.
6
Using Bayes to get the most out of non-significant results.贝叶斯推断在不显著结果中的应用。
Front Psychol. 2014 Jul 29;5:781. doi: 10.3389/fpsyg.2014.00781. eCollection 2014.
7
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8
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9
An approximate distribution of estimates of variance components.方差分量估计值的近似分布。
Biometrics. 1946 Dec;2(6):110-4.
10
Detecting a lack of association: an equivalence testing approach.检测缺乏关联:等效性检验方法。
Br J Math Stat Psychol. 2010 Nov;63(Pt 3):527-37. doi: 10.1348/000711009X475853. Epub 2009 Dec 23.