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利用面部分析解码情绪和注意力状态对自我控制的影响。

Decoding the influence of emotional and attentional states on self-control using facial analysis.

机构信息

Department of Economics, Zurich Center for Neuroeconomics, University of Zurich, Zurich, Switzerland.

Department of Finance, School of Business and Economics, Maastricht University, Maastricht, The Netherlands.

出版信息

Sci Rep. 2024 Oct 26;14(1):25465. doi: 10.1038/s41598-024-73729-6.

Abstract

Self-control plays a pivotal role in pursuing long-term goals related to health and financial well-being. While ample evidence suggests that humans are prone to occasional self-control lapses, little is known about how changes in emotional and attentional states affect the ability to maintain self-control. In two studies (N = 109 and N = 90), we used emotion recognition software to decode participants' facial expressions while manipulating their attentional and emotional states during a Psychomotor Vigilance Task (PVT) before exerting self-control in a subsequent task. Our findings reveal dissociable roles of attention and valence in maintaining self-control, depending on the distinct demands of the task. Specifically, performance in a subsequent cognitive task was predominantly associated with changes in attentional states during the PVT rather than valence. Conversely, preferences in a subsequent social task were associated with changes in valence states during the PVT, while attention showed no effect. This dissociation between attention-invoked and emotion-invoked lapses in self-control holds significant implications for psychological and economic models of self-control, ultimately contributing to the development of policies to mitigate the detrimental consequences of individual self-control lapses.

摘要

自我控制在追求与健康和财务福祉相关的长期目标方面起着关键作用。尽管有大量证据表明人类容易偶尔出现自我控制失误,但对于情绪和注意力状态的变化如何影响维持自我控制的能力知之甚少。在两项研究中(N=109 和 N=90),我们使用情绪识别软件来解码参与者在进行精神运动警觉任务(PVT)时的面部表情,同时在随后的任务中进行自我控制之前操纵他们的注意力和情绪状态。我们的研究结果揭示了注意力和效价在维持自我控制方面的不同作用,这取决于任务的不同要求。具体来说,在随后的认知任务中的表现主要与 PVT 期间注意力状态的变化相关,而与效价无关。相反,在随后的社交任务中的偏好与 PVT 期间效价状态的变化相关,而注意力则没有影响。这种自我控制的注意力引起的和情绪引起的失误之间的分离对自我控制的心理和经济模型具有重要意义,最终有助于制定减轻个人自我控制失误的不利后果的政策。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a2/11513103/5aef2ece494b/41598_2024_73729_Fig1_HTML.jpg

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