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真相再探:真理效应中个体差异的贝叶斯分析

The truth revisited: Bayesian analysis of individual differences in the truth effect.

机构信息

Department of Psychology, School of Social Sciences, University of Mannheim, 68131, Mannheim, Germany.

University of California, Irvine, CA, USA.

出版信息

Psychon Bull Rev. 2021 Jun;28(3):750-765. doi: 10.3758/s13423-020-01814-8. Epub 2020 Oct 26.

Abstract

The repetition-induced truth effect refers to a phenomenon where people rate repeated statements as more likely true than novel statements. In this paper, we document qualitative individual differences in the effect. While the overwhelming majority of participants display the usual positive truth effect, a minority are the opposite-they reliably discount the validity of repeated statements, what we refer to as negative truth effect. We examine eight truth-effect data sets where individual-level data are curated. These sets are composed of 1105 individuals performing 38,904 judgments. Through Bayes factor model comparison, we show that reliable negative truth effects occur in five of the eight data sets. The negative truth effect is informative because it seems unreasonable that the mechanisms mediating the positive truth effect are the same that lead to a discounting of repeated statements' validity. Moreover, the presence of qualitative differences motivates a different type of analysis of individual differences based on ordinal (i.e., Which sign does the effect have?) rather than metric measures. To our knowledge, this paper reports the first such reliable qualitative differences in a cognitive task.

摘要

重复诱导的真理效应是指人们对重复的陈述比新颖的陈述评价为更有可能真实的现象。在本文中,我们记录了这种效应的定性个体差异。虽然绝大多数参与者表现出通常的积极真理效应,但少数人则相反——他们可靠地低估了重复陈述的有效性,我们称之为负面真理效应。我们检查了八个真理效应数据集,其中包含精心策划的个体水平数据。这些数据集由 1105 名个体进行了 38904 次判断。通过贝叶斯因子模型比较,我们表明在八个数据集的五个中可靠地出现了负面真理效应。负面真理效应是有启发性的,因为似乎没有道理的是,介导积极真理效应的机制与导致重复陈述有效性被低估的机制相同。此外,定性差异的存在促使对个体差异进行基于序数(即,效应的符号是什么?)而不是度量的不同类型的分析。据我们所知,本文报告了认知任务中首次出现的这种可靠的定性差异。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/71c1/8219594/e5cb2a4c554d/13423_2020_1814_Fig1_HTML.jpg

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