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可靠的收益?工作记忆训练向流体智力迁移研究中设计效能严重不足的证据。

Reliable gains? Evidence for substantially underpowered designs in studies of working memory training transfer to fluid intelligence.

作者信息

Bogg Tim, Lasecki Leanne

机构信息

Department of Psychology, Wayne State University Detroit, MI, USA.

出版信息

Front Psychol. 2015 Jan 22;5:1589. doi: 10.3389/fpsyg.2014.01589. eCollection 2014.

DOI:10.3389/fpsyg.2014.01589
PMID:25657629
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4302828/
Abstract

In recent years, cognitive scientists and commercial interests (e.g., Fit Brains, Lumosity) have focused research attention and financial resources on cognitive tasks, especially working memory tasks, to explore and exploit possible transfer effects to general cognitive abilities, such as fluid intelligence. The increased research attention has produced mixed findings, as well as contention about the disposition of the evidence base. To address this contention, Au et al. (2014) recently conducted a meta-analysis of extant controlled experimental studies of n-back task training transfer effects on measures of fluid intelligence in healthy adults; the results of which showed a small training transfer effect. Using several approaches, the current review evaluated and re-analyzed the meta-analytic data for the presence of two different forms of small-study effects: (1) publication bias in the presence of low power and; (2) low power in the absence of publication bias. The results of these approaches showed no evidence of selection bias in the working memory training literature, but did show evidence of small-study effects related to low power in the absence of publication bias. While the effect size estimate identified by Au et al. (2014) provided the most precise estimate to date, it should be interpreted in the context of a uniformly low-powered base of evidence. The present work concludes with a brief set of considerations for assessing the adequacy of a body of research findings for the application of meta-analytic techniques.

摘要

近年来,认知科学家和商业机构(如“健康大脑”、“Lumosity”)将研究重点和资金资源集中在认知任务上,尤其是工作记忆任务,以探索并利用其对一般认知能力(如流体智力)可能产生的迁移效应。研究关注度的提高带来了喜忧参半的结果,同时也引发了对证据基础性质的争论。为解决这一争论,欧等人(2014年)最近对现存的关于n-back任务训练对健康成年人流体智力测量指标的迁移效应的对照实验研究进行了荟萃分析;结果显示出较小的训练迁移效应。本综述采用多种方法,对荟萃分析数据进行评估和重新分析,以检测两种不同形式的小规模研究效应的存在情况:(1)在功效较低时的发表偏倚;(2)在不存在发表偏倚时的低功效。这些方法的结果表明,工作记忆训练文献中没有选择偏倚的证据,但确实显示出在不存在发表偏倚时与低功效相关的小规模研究效应的证据。虽然欧等人(2014年)确定的效应量估计提供了迄今为止最精确的估计,但应在证据基础统一较低的背景下进行解释。本文最后简要阐述了一系列考量因素,以评估用于荟萃分析技术应用的研究结果的充分性。

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本文引用的文献

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Meta-regression approximations to reduce publication selection bias.元回归逼近法可减少发表偏倚。
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Publication bias and the limited strength model of self-control: has the evidence for ego depletion been overestimated?发表偏倚与自我控制的有限强度模型:自我损耗的证据是否被高估了?
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