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从计算的角度看情感在认知控制中的作用。

A computational perspective on the roles of affect in cognitive control.

机构信息

Department of Experimental Clinical and Health Psychology, Ghent University, Henri Dunantlaan 2, B-9000, Ghent, Belgium; Department of Experimental Clinical and Health Psychology, Ghent University, Henri Dunantlaan 2, B-9000, Ghent, Belgium.

Princeton Neuroscience Institute, Princeton University, Princeton, NJ 07001, USA.

出版信息

Int J Psychophysiol. 2020 May;151:25-34. doi: 10.1016/j.ijpsycho.2020.02.001. Epub 2020 Feb 4.

Abstract

Previous work has demonstrated that cognitive control can be influenced by affect, both when it is tied to the anticipated outcomes for cognitive performance (integral affect) and when affect is induced independently of performance (incidental affect). However, the mechanisms through which such interactions occur remain debated, in part because they have yet to be formalized in a way that allows experimenters to test quantitative predictions of a putative mechanism. To generate such predictions, we leveraged a recent model that determines cognitive control allocation by weighing potential costs and benefits in order to determine the overall Expected Value of Control (EVC). We simulated potential accounts of how integral and incidental affect might influence this valuation process, including whether incidental positive affect influences how difficult one perceives a task to be, how effortful it feels to exert control, and/or the marginal utility of succeeding at the task. We find that each of these accounts makes dissociable predictions regarding affect's influence on control allocation and measures of task performance (e.g., conflict adaptation, switch costs). We discuss these findings in light of the existing empirical findings and theoretical models. Collectively, this work grounds existing theories regarding affect-control interactions, and provides a method by which specific predictions of such accounts can be confirmed or refuted based on empirical data.

摘要

先前的研究表明,认知控制既可以受到与认知表现预期结果相关的情感(即整体情感)的影响,也可以受到与表现无关的情感(即偶然情感)的影响。然而,这些相互作用的机制仍存在争议,部分原因是它们尚未以一种可以让实验者测试假设机制的定量预测的方式来形式化。为了产生这样的预测,我们利用了最近的一个模型,该模型通过权衡潜在的成本和收益来确定认知控制的分配,以确定总体控制预期价值(EVC)。我们模拟了整体情感和偶然情感可能影响这种评估过程的潜在解释,包括偶然积极情感是否会影响一个人对任务难度的感知,控制的感觉有多费力,以及/或完成任务的边际效用。我们发现,这些解释中的每一个都对情感对控制分配和任务表现(例如,冲突适应、转换成本)的影响做出了可区分的预测。我们根据现有的实证研究结果和理论模型来讨论这些发现。总的来说,这项工作为现有的情感控制相互作用理论提供了基础,并提供了一种方法,可以根据实证数据来证实或反驳这些解释的具体预测。

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