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Many Labs 5: Registered Replication of Shnabel and Nadler (2008), Study 4 许多实验室5:注册复制Shnabel和Nadler(2008),研究4
IF 13.6 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2020-09-01 DOI: 10.1177/2515245920917334
E. Baranski, Ernest Baskin, Sean Coary, C. Ebersole, Lacy E. Krueger, L. Lazarević, Jeremy K. Miller, Ana Orlić, Matthew R. Penner, D. Purić, S. Rife, L. Vaughn, A. Wichman, I. Žeželj
Shnabel and Nadler (2008) assessed a needs-based model of reconciliation suggesting that in conflicts, victims and perpetrators have different psychological needs that when satisfied increase the chances of reconciliation. For instance, Shnabel and Nadler found that after a conflict, perpetrators indicated that they had a need for social acceptance and were more likely to reconcile after their sense of social acceptance was restored, whereas victims indicated that they had a need for power and were more likely to reconcile after their sense of power was restored. Gilbert (2016), as a part of the Reproducibility Project: Psychology (RP:P), attempted to replicate these findings using different study materials but did not find support for the original effect. In an attempt to reconcile these discrepant findings, we conducted two new sets of replications—one using the RP:P protocol and another using modified materials meant to be more relatable to undergraduate participants. Teams from eight universities contributed to data collection (N = 2,738). We did find moderation by protocol; the focal interaction from the revised protocol, but not from the RP:P protocol, replicated the interaction in the original study. We discuss differences in, and possible explanations for, the patterns of results across protocols.
Shnabel和Nadler(2008)评估了一种基于需求的和解模型,认为在冲突中,受害者和加害者有不同的心理需求,当这些需求得到满足时,和解的机会就会增加。例如,Shnabel和Nadler发现,在冲突发生后,施暴者表示他们有社会接受的需要,在恢复社会接受感后更容易和解;而受害者表示他们有权力的需要,在恢复权力感后更容易和解。Gilbert(2016)作为可重复性项目:心理学(RP:P)的一部分,试图使用不同的研究材料复制这些发现,但没有找到支持原始效果的证据。为了调和这些不一致的发现,我们进行了两组新的重复实验——一组使用RP:P协议,另一组使用修改后的材料,这意味着与本科生参与者更相关。来自8所大学的团队参与了数据收集(N = 2738)。我们确实通过协议找到了节制;来自修订方案的焦点相互作用,而不是来自RP:P方案的焦点相互作用,复制了原始研究中的相互作用。我们讨论不同方案的结果模式的差异和可能的解释。
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引用次数: 2
Many Labs 5: Registered Replication of Förster, Liberman, and Kuschel’s (2008) Study 1 许多实验室5:Förster, Liberman和Kuschel(2008)研究的注册复制1
IF 13.6 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2020-09-01 DOI: 10.1177/2515245920916513
H. Ijzerman, Ivan Ropovik, C. Ebersole, N. Tidwell, Łukasz Markiewicz, Tiago Jessé Souza de Lima, D. Wolf, S. Novak, W. Collins, M. Menon, Luana Elayne Cunha de Souza, P. Sawicki, L. Boucher, Michał J. Białek, Katarzyna Idzikowska, Timothy S. Razza, S. Kraus, Sophia C. Weissgerber, G. Baník, S. Kołodziej, P. Babinčák, A. Schütz, R. W. Sternglanz, Katarzyna Gawryluk, G. Sullivan, C. Day
In a test of their global-/local-processing-style model, Förster, Liberman, and Kuschel (2008) found that people assimilate a primed concept (e.g., “aggressive”) into their social judgments after a global prime (e.g., they rate a person as being more aggressive than do people in a no-prime condition) but contrast their judgment away from the primed concept after a local prime (e.g., they rate the person as being less aggressive than do people in a no prime-condition). This effect was not replicated by Reinhard (2015) in the Reproducibility Project: Psychology. However, the authors of the original study noted that the replication could not provide a test of the moderation effect because priming did not occur. They suggested that the primes might have been insufficiently applicable and the scenarios insufficiently ambiguous to produce priming. In the current replication project, we used both Reinhard’s protocol and a revised protocol that was designed to increase the likelihood of priming, to test the original authors’ suggested explanation for why Reinhard did not observe the moderation effect. Teams from nine universities contributed to this project. We first conducted a pilot study (N = 530) and successfully selected ambiguous scenarios for each site. We then pilot-tested the aggression prime at five different sites (N = 363) and found that it did not successfully produce priming. In agreement with the first author of the original report, we replaced the prime with a task that successfully primed aggression (hostility) in a pilot study by McCarthy et al. (2018). In the final replication study (N = 1,460), we did not find moderation by protocol type, and judgment patterns in both protocols were inconsistent with the effects observed in the original study. We discuss these findings and possible explanations.
Förster、Liberman和Kuschel(2008)在对他们的全局/局部处理模式的测试中发现,人们在一个全局启动后(例如,他们认为一个人比没有启动条件下的人更具攻击性),将一个启动概念(例如,他们认为一个人比没有启动条件下的人更具攻击性)同化到他们的社会判断中,但在一个局部启动后,他们的判断与启动概念相反(例如,他们认为这个人比没有启动条件下的人更具攻击性)。Reinhard(2015)在《可重复性项目:心理学》中没有复制这种效应。然而,原始研究的作者指出,由于启动没有发生,因此复制不能提供缓和效应的测试。他们认为,启动可能不够适用,场景也不够模糊,无法产生启动。在当前的复制项目中,我们使用了Reinhard的方案和旨在增加启动可能性的修订方案,以检验原作者对Reinhard没有观察到适度效应的解释。来自九所大学的团队为这个项目做出了贡献。我们首先进行了一个试点研究(N = 530),并成功地为每个地点选择了模棱两可的场景。然后,我们在5个不同的地点(N = 363)对攻击启动进行了试点测试,发现它没有成功地产生启动。与原始报告的第一作者一致,我们在McCarthy等人(2018)的一项试点研究中,用一个成功启动攻击(敌意)的任务取代了启动。在最后的重复研究中(N = 1460),我们没有发现方案类型的调节作用,两种方案的判断模式与原始研究中观察到的效果不一致。我们讨论这些发现和可能的解释。
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引用次数: 3
Many Labs 5: Registered Replication of Payne, Burkley, and Stokes (2008), Study 4 许多实验室5:Payne、Burkley和Stokes的注册复制(2008),研究4
IF 13.6 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2020-09-01 DOI: 10.1177/2515245919885609
C. Ebersole, L. Andrighetto, E. Casini, C. Chiorri, Anna Dalla Rosa, Filippo Domaneschi, Ian R. Ferguson, Emily Fryberger, Mauro Giacomantonio, Jon E. Grahe, Jennifer A. Joy-Gaba, Eleanor V. Langford, Austin Lee Nichols, A. Panno, Kimberly P. Parks, E. Preti, J. Richetin, M. Vianello
To rule out an alternative to their structural-fit hypothesis, Payne, Burkley, and Stokes (2008) demonstrated that correlations between implicit and explicit race attitudes were weaker when participants were put under high pressure to respond without bias than when they were placed under low pressure. This effect was replicated in Italy by Vianello (2015), although the replication effect was smaller than the original effect. In the current investigation, we examined the possibility that the source of a study’s sample moderates this effect. Teams from eight universities, four in the United States and four in Italy, replicated the original study (replication N = 1,103). Although we did detect moderation by the sample’s country, it was due to a reversal of the original effect in the United States and a lack of the original effect in Italy. We discuss this curious finding and possible explanations.
为了排除他们的结构拟合假设的替代方案,Payne、Burkley和Stokes(2008)证明,当参与者受到高压以无偏见地做出反应时,内隐和外显种族态度之间的相关性比他们受到低压时弱。Vianello(2015)在意大利复制了这种效果,尽管复制效果小于原始效果。在目前的调查中,我们检验了研究样本来源调节这种影响的可能性。来自八所大学的团队,其中四所在美国,四所在意大利,复制了最初的研究(复制N=1103)。尽管我们确实检测到了样本所在国家的缓和,但这是由于美国的原始效应发生了逆转,而意大利缺乏原始效应。我们讨论这个奇怪的发现和可能的解释。
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引用次数: 4
Many Labs 5: Replication of van Dijk, van Kleef, Steinel, and van Beest (2008) 许多实验室5:范迪克、范克莱夫、施泰内尔和范比斯特的复制(2008)
IF 13.6 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2020-09-01 DOI: 10.1177/2515245920927643
Lauren Skorb, B. Aczel, Bence Bakos, Lily Feinberg, Ewa Hałasa, Mathias Kauff, Márton Kovács, Karolina Krasuska, Katarzyna Kuchno, Dylan Manfredi, Andres Montealegre, Emilian Pękala, Damian Pieńkosz, Jonathan D Ravid, K. Rentzsch, B. Szaszi, S. Schulz-Hardt, Barbara Sioma, Péter Szécsi, Attila Szuts, Orsolya Szöke, O. Christ, A. Fedor, William Jiménez-Leal, Rafał Muda, G. Nave, Janos Salamon, T. Schultze, Joshua K. Hartshorne
As part of the Many Labs 5 project, we ran a replication of van Dijk, van Kleef, Steinel, and van Beest’s (2008) study examining the effect of emotions in negotiations. They reported that when the consequences of rejection were low, subjects offered fewer chips to angry bargaining partners than to happy partners. We ran this replication under three protocols: the protocol used in the Reproducibility Project: Psychology, a revised protocol, and an online protocol. The effect averaged one ninth the size of the originally reported effect and was significant only for the revised protocol. However, the difference between the original and revised protocols was not significant.
作为Many Labs 5项目的一部分,我们复制了van Dijk、van Kleef、Steinel和van Beest(2008)的研究,研究了情绪在谈判中的影响。他们报告说,当拒绝的后果很低时,受试者向愤怒的讨价还价伙伴提供的筹码比向快乐的伙伴提供的更少。我们在三个协议下进行了复制:再现性项目中使用的协议:心理学、修订后的协议和在线协议。该效应的平均大小是最初报告的效应的九分之一,仅在修订后的方案中具有显著性。然而,原始方案和修订方案之间的差异并不显著。
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引用次数: 1
Many Labs 5: Registered Replication of Vohs and Schooler (2008), Experiment 1 许多实验室5:Vohs和Schooler的注册复制(2008),实验1
IF 13.6 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2020-09-01 DOI: 10.1177/2515245920917931
N. Buttrick, B. Aczel, L. F. Aeschbach, Bence Bakos, Florian Brühlmann, Heather M. Claypool, J. Hüffmeier, Márton Kovács, Kurt Schuepfer, Péter Szécsi, Attila Szuts, Orsolya Szöke, M. Thomae, Ann-Kathrin Torka, R. J. Walker, Michael Wood
Does convincing people that free will is an illusion reduce their sense of personal responsibility? Vohs and Schooler (2008) found that participants reading from a passage “debunking” free will cheated more on experimental tasks than did those reading from a control passage, an effect mediated by decreased belief in free will. However, this finding was not replicated by Embley, Johnson, and Giner-Sorolla (2015), who found that reading arguments against free will had no effect on cheating in their sample. The present study investigated whether hard-to-understand arguments against free will and a low-reliability measure of free-will beliefs account for Embley et al.’s failure to replicate Vohs and Schooler’s results. Participants (N = 621) were randomly assigned to participate in either a close replication of Vohs and Schooler’s Experiment 1 based on the materials of Embley et al. or a revised protocol, which used an easier-to-understand free-will-belief manipulation and an improved instrument to measure free will. We found that the revisions did not matter. Although the revised measure of belief in free will had better reliability than the original measure, an analysis of the data from the two protocols combined indicated that free-will beliefs were unchanged by the manipulations, d = 0.064, 95% confidence interval = [−0.087, 0.22], and in the focal test, there were no differences in cheating behavior between conditions, d = 0.076, 95% CI = [−0.082, 0.22]. We found that expressed free-will beliefs did not mediate the link between the free-will-belief manipulation and cheating, and in exploratory follow-up analyses, we found that participants expressing lower beliefs in free will were not more likely to cheat in our task.
让人们相信自由意志是一种幻觉会降低他们的个人责任感吗?Vohs和Schooler(2008)发现,阅读“揭穿”自由意志的文章的参与者在实验任务上比阅读对照文章的参与者作弊更多,这种影响是由对自由意志的信念下降所介导的。然而,Embley、Johnson和Giner Sorolla(2015)并没有复制这一发现,他们发现阅读反对自由意志的论点对样本中的作弊没有影响。本研究调查了难以理解的反对自由意志的论点和自由意志信念的低可靠性测量是否是Embley等人未能复制Vohs和Schooler结果的原因。参与者(N=621)被随机分配参加基于Embley等人的材料的Vohs和Schooler实验1的紧密复制,或使用更容易理解的自由意志信念操纵和改进的测量自由意志的工具的修订方案。我们发现这些修订并不重要。尽管修正后的自由意志信念测量比原始测量具有更好的可靠性,但对两个方案的数据的分析表明,自由意志信念在操纵下没有变化,d=0.064,95%置信区间=[-0.087,0.22],在焦点测试中,不同条件下的作弊行为没有差异,d=0.076,95%置信区间=[-0.082,0.22]。我们发现,表达的自由意志信念并不能调节自由意志信念操纵和作弊之间的联系,在探索性的后续分析中,我们发现,在自由意志中表达较低信念的参与者在我们的任务中作弊的可能性不大。
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引用次数: 10
Many Labs 5: Registered Multisite Replication of the Tempting-Fate Effects in Risen and Gilovich (2008) 许多实验室5:宿命诱惑效应在Risen和Gilovich(2008)中的注册多位点复制
IF 13.6 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2020-09-01 DOI: 10.1177/2515245918785165
Maya B. Mathur, Diane-Jo Bart-Plange, B. Aczel, Michael H Bernstein, Antonia M. Ciunci, C. Ebersole, Filipe Falcão, Kayla Ashbaugh, Rias A. Hilliard, Alan Jern, Danielle J Kellier, G. Kessinger, Vanessa S. Kolb, Márton Kovács, C. Lage, Eleanor V. Langford, S. Lins, Dylan Manfredi, Venus Meyet, D. Moore, G. Nave, Christian Nunnally, Anna Palinkas, Kimberly P. Parks, S. Pessers, Tiago Ramos, Kaylis Hase Rudy, Janos Salamon, Rachel L. Shubella, Rúben Silva, S. Steegen, L. Stein, B. Szaszi, Péter Szécsi, F. Tuerlinckx, W. Vanpaemel, M. Vlachou, B. Wiggins, David Zealley, Mark Zrubka, Michael C. Frank
Risen and Gilovich (2008) found that subjects believed that “tempting fate” would be punished with ironic bad outcomes (a main effect), and that this effect was magnified when subjects were under cognitive load (an interaction). A previous replication study (Frank & Mathur, 2016) that used an online implementation of the protocol on Amazon Mechanical Turk failed to replicate both the main effect and the interaction. Before this replication was run, the authors of the original study expressed concern that the cognitive-load manipulation may be less effective when implemented online than when implemented in the lab and that subjects recruited online may also respond differently to the specific experimental scenario chosen for the replication. A later, large replication project, Many Labs 2 (Klein et al. 2018), replicated the main effect (though the effect size was smaller than in the original study), but the interaction was not assessed. Attempting to replicate the interaction while addressing the original authors’ concerns regarding the protocol for the first replication study, we developed a new protocol in collaboration with the original authors. We used four university sites (N = 754) chosen for similarity to the site of the original study to conduct a high-powered, preregistered replication focused primarily on the interaction effect. Results from these sites did not support the interaction or the main effect and were comparable to results obtained at six additional universities that were less similar to the original site. Post hoc analyses did not provide strong evidence for statistical inconsistency between the original study’s estimates and our estimates; that is, the original study’s results would not have been extremely unlikely in the estimated distribution of population effects in our sites. We also collected data from a new Mechanical Turk sample under the first replication study’s protocol, and results were not meaningfully different from those obtained with the new protocol at universities similar to the original site. Secondary analyses failed to support proposed substantive mechanisms for the failure to replicate.
Risen和Gilovich(2008)发现,受试者认为“诱人的命运”会受到讽刺性的不良结果的惩罚(一种主要影响),当受试者处于认知负荷(一种互动)下时,这种影响会被放大。之前的一项复制研究(Frank&Mathur,2016)在亚马逊机械土耳其人上使用了该协议的在线实现,但未能复制主要效果和交互作用。在进行这种复制之前,原始研究的作者表示担心,在线实施的认知负荷操作可能不如在实验室实施的有效,并且在线招募的受试者对复制选择的特定实验场景的反应也可能不同。后来的一个大型复制项目,Many Labs 2(Klein等人,2018),复制了主要效应(尽管效应大小比最初的研究中要小),但没有评估相互作用。为了在解决原始作者对第一次复制研究的协议的担忧的同时复制这种互动,我们与原始作者合作开发了一个新的协议。我们使用了四个大学网站(N=754),这些网站是为了与原始研究的网站相似而选择的,以进行高性能的、预先注册的复制,主要关注相互作用效应。这些网站的结果不支持相互作用或主要影响,与其他六所大学的结果相当,这些大学与原始网站不太相似。事后分析并没有为原始研究的估计与我们的估计之间的统计不一致提供有力的证据;也就是说,最初的研究结果在我们站点的人口效应估计分布中不会极不可能。我们还根据第一项复制研究的方案从一个新的Mechanical Turk样本中收集了数据,结果与在与原址相似的大学使用新方案获得的结果没有显著差异。二次分析未能支持关于未能复制的拟议实质性机制。
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引用次数: 2
Laypeople Can Predict Which Social-Science Studies Will Be Replicated Successfully 外行人可以预测哪些社会科学研究将被成功复制
IF 13.6 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2020-08-21 DOI: 10.1177/2515245920919667
S. Hoogeveen, A. Sarafoglou, E. Wagenmakers
Large-scale collaborative projects recently demonstrated that several key findings from the social-science literature could not be replicated successfully. Here, we assess the extent to which a finding’s replication success relates to its intuitive plausibility. Each of 27 high-profile social-science findings was evaluated by 233 people without a Ph.D. in psychology. Results showed that these laypeople predicted replication success with above-chance accuracy (i.e., 59%). In addition, when participants were informed about the strength of evidence from the original studies, this boosted their prediction performance to 67%. We discuss the prediction patterns and apply signal detection theory to disentangle detection ability from response bias. Our study suggests that laypeople’s predictions contain useful information for assessing the probability that a given finding will be replicated successfully.
最近的大型合作项目表明,社会科学文献中的一些关键发现无法成功复制。在这里,我们评估一个发现的复制成功与它的直觉合理性有关的程度。27项备受瞩目的社会科学发现,每一项都由233名没有心理学博士学位的人进行评估。结果表明,这些外行人预测复制成功的准确度高于机会(即59%)。此外,当参与者被告知原始研究证据的强度时,他们的预测能力提高了67%。我们讨论了预测模式,并应用信号检测理论将检测能力从响应偏差中解脱出来。我们的研究表明,外行人的预测包含有用的信息,可用于评估某一既定发现被成功复制的可能性。
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引用次数: 24
A Guide to Posting and Managing Preprints 发布和管理预印本指南
IF 13.6 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2020-08-21 DOI: 10.1177/25152459211019948
Hannah Moshontz, Grace Binion, H. Walton, B. T. Brown, M. Syed
Posting preprints online allows psychological scientists to get feedback, speed dissemination, and ensure public access to their work. This guide is designed to help psychological scientists post preprints and manage them across the publication pipeline. We review terminology, provide a historical and legal overview of preprints, and give guidance on posting and managing preprints before, during, or after the peer-review process to achieve different aims (e.g., get feedback, speed dissemination, achieve open access). We offer concrete recommendations to authors, such as post preprints that are complete and carefully proofread; post preprints in a dedicated preprint server that assigns DOIs, provides editable metadata, is indexed by GoogleScholar, supports review and endorsements, and supports version control; include a draft date and information about the paper’s status on the cover page; license preprints with CC BY licenses that permit public use with attribution; and keep preprints up to date after major revisions. Although our focus is on preprints (unpublished versions of a work), we also offer information relevant to postprints (author-formatted, post-peer-review versions of a work) and work that will not otherwise be published (e.g., theses and dissertations).
在网上发布预印本可以让心理科学家得到反馈,加快传播速度,并确保公众可以访问他们的工作。本指南旨在帮助心理科学家发布预印本并在整个出版管道中管理它们。我们审查术语,提供预印本的历史和法律概述,并在同行评审过程之前,期间或之后提供发布和管理预印本的指导,以实现不同的目标(例如,获得反馈,加速传播,实现开放获取)。我们为作者提供具体的建议,如预印本完成后仔细校对;在专用的预印本服务器上发布预印本,该服务器分配doi,提供可编辑的元数据,由GoogleScholar索引,支持审查和背书,并支持版本控制;在封面上包括草稿日期和论文状态的信息;许可预印本使用CC BY许可,允许公众使用并注明出处;在重大修改后保持预印本的更新。虽然我们的重点是预印本(作品的未发表版本),但我们也提供与后印本(作品的作者格式,经过同行评审的版本)和不会发表的作品(例如,论文和学位论文)相关的信息。
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引用次数: 9
Simulation Studies as a Tool to Understand Bayes Factors 模拟研究作为理解贝叶斯因子的工具
IF 13.6 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2020-07-30 DOI: 10.1177/2515245920972624
D. van Ravenzwaaij, Alexander Etz
When social scientists wish to learn about an empirical phenomenon, they perform an experiment. When they wish to learn about a complex numerical phenomenon, they can perform a simulation study. The goal of this Tutorial is twofold. First, it introduces how to set up a simulation study using the relatively simple example of simulating from the prior. Second, it demonstrates how simulation can be used to learn about the Jeffreys-Zellner-Siow (JZS) Bayes factor, a currently popular implementation of the Bayes factor employed in the BayesFactor R package and freeware program JASP. Many technical expositions on Bayes factors exist, but these may be somewhat inaccessible to researchers who are not specialized in statistics. In a step-by-step approach, this Tutorial shows how a simple simulation script can be used to approximate the calculation of the Bayes factor. We explain how a researcher can write such a sampler to approximate Bayes factors in a few lines of code, what the logic is behind the Savage-Dickey method used to visualize Bayes factors, and what the practical differences are for different choices of the prior distribution used to calculate Bayes factors.
当社会科学家希望了解一种经验现象时,他们会进行一项实验。当他们想了解一个复杂的数值现象时,他们可以进行模拟研究。本教程的目标是双重的。首先,介绍了如何利用先前相对简单的模拟示例来建立模拟研究。其次,它演示了如何使用模拟来了解Jeffreys Zellner Siow(JZS)贝叶斯因子,这是BayesFactor R包和免费软件程序JASP中使用的贝叶斯因子的当前流行实现。存在许多关于贝叶斯因子的技术性论述,但对于不专门研究统计学的研究人员来说,这些论述可能有些遥不可及。本教程以循序渐进的方式展示了如何使用简单的模拟脚本来近似计算贝叶斯因子。我们解释了研究人员如何在几行代码中编写这样一个采样器来近似贝叶斯因子,用于可视化贝叶斯因子的Savage Dickey方法背后的逻辑是什么,以及用于计算贝叶斯因子的先验分布的不同选择的实际差异是什么。
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引用次数: 14
Why Bayesian “Evidence for H1” in One Condition and Bayesian “Evidence for H0” in Another Condition Does Not Mean Good-Enough Bayesian Evidence for a Difference Between the Conditions 为什么一种情况下的贝叶斯“H1证据”和另一种情况下的贝叶斯“H0证据”并不意味着两种情况之间的差异有足够好的贝叶斯证据
IF 13.6 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2020-07-07 DOI: 10.1177/2515245920913019
B. Pálfi, Z. Dienes
Psychologists are often interested in whether an independent variable has a different effect in condition A than in condition B. To test such a question, one needs to directly compare the effect of that variable in the two conditions (i.e., test the interaction). Yet many researchers tend to stop when they find a significant test in one condition and a nonsignificant test in the other condition, deeming this as sufficient evidence for a difference between the two conditions. In this Tutorial, we aim to raise awareness of this inferential mistake when Bayes factors are used with conventional cutoffs to draw conclusions. For instance, some researchers might falsely conclude that there must be good-enough evidence for the interaction if they find good-enough Bayesian evidence for the alternative hypothesis, H1, in condition A and good-enough Bayesian evidence for the null hypothesis, H0, in condition B. The case study we introduce highlights that ignoring the test of the interaction can lead to unjustified conclusions and demonstrates that the principle that any assertion about the existence of an interaction necessitates the direct comparison of the conditions is as true for Bayesian as it is for frequentist statistics. We provide an R script of the analyses of the case study and a Shiny app that can be used with a 2 × 2 design to develop intuitions on this issue, and we introduce a rule of thumb with which one can estimate the sample size one might need to have a well-powered design.
心理学家经常感兴趣的是,一个自变量在条件a下的效果是否与在条件B下不同。要测试这样的问题,需要直接比较该变量在两种条件下的效果(即测试交互作用)。然而,当许多研究人员发现一种情况下有显著的测试,而另一种情况中有不显著的测试时,他们往往会停下来,认为这是两种情况之间差异的充分证据。在本教程中,我们旨在提高人们对这种推理错误的认识,当贝叶斯因子与传统的截断值一起使用来得出结论时。例如,一些研究人员可能会错误地得出结论,如果他们在条件A中为替代假设H1找到了足够好的贝叶斯证据,而在条件B中为零假设H0找到了足够的贝叶斯证据。我们介绍的案例研究强调,忽略交互作用的测试可能会导致不合理的结论,并证明任何关于交互作用存在的断言都需要直接比较条件的原则,对贝叶斯和频率统计来说都是正确的。我们提供了一个案例研究分析的R脚本和一个Shiny应用程序,该应用程序可以与2×2的设计一起使用,以发展对这个问题的直觉,我们还介绍了一个经验法则,用它可以估计一个强大的设计可能需要的样本量。
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引用次数: 6
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Advances in Methods and Practices in Psychological Science
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