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动态预期:奖励预测中次秒更新的行为和电生理证据。

Dynamic expectations: Behavioral and electrophysiological evidence of sub-second updates in reward predictions.

机构信息

Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA.

Haas Business School, University of California, Berkeley, Berkeley, CA, USA.

出版信息

Commun Biol. 2023 Aug 24;6(1):871. doi: 10.1038/s42003-023-05199-x.

DOI:10.1038/s42003-023-05199-x
PMID:37620589
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10449862/
Abstract

Expectations are often dynamic: sports fans know that expectations are rapidly updated as games unfold. Yet expectations have traditionally been studied as static. Here we present behavioral and electrophysiological evidence of sub-second changes in expectations using slot machines as a case study. In Study 1, we demonstrate that EEG signal before the slot machine stops varies based on proximity to winning. Study 2 introduces a behavioral paradigm to measure dynamic expectations via betting, and shows that expectation trajectories vary as a function of winning proximity. Notably, these expectation trajectories parallel Study 1's EEG activity. Studies 3 (EEG) and 4 (behavioral) replicate these findings in the loss domain. These four studies provide compelling evidence that dynamic sub-second updates in expectations can be behaviorally and electrophysiologically measured. Our research opens promising avenues for understanding the dynamic nature of reward expectations and their impact on cognitive processes.

摘要

期望通常是动态的

体育迷都知道,随着比赛的展开,期望会迅速更新。然而,期望传统上被视为静态的。在这里,我们使用老虎机作为案例研究,提供了行为和电生理证据,证明了期望的亚秒级变化。在研究 1 中,我们证明了在老虎机停止之前,脑电图信号会根据与获胜的接近程度而变化。研究 2 通过下注引入了一种测量动态期望的行为范式,并表明期望轨迹随获胜接近程度而变化。值得注意的是,这些期望轨迹与研究 1 的脑电图活动平行。研究 3(脑电图)和 4(行为)在损失领域复制了这些发现。这四项研究提供了令人信服的证据,证明了期望的动态亚秒级更新可以通过行为和电生理来测量。我们的研究为理解奖励期望的动态性质及其对认知过程的影响开辟了有前途的途径。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/f146dde15fec/42003_2023_5199_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/73169d363e5e/42003_2023_5199_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/960af7d4bc5a/42003_2023_5199_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/4caab5b20fc3/42003_2023_5199_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/e385e7cd1443/42003_2023_5199_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/f146dde15fec/42003_2023_5199_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/73169d363e5e/42003_2023_5199_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/960af7d4bc5a/42003_2023_5199_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/4caab5b20fc3/42003_2023_5199_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/e385e7cd1443/42003_2023_5199_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b19a/10449862/f146dde15fec/42003_2023_5199_Fig5_HTML.jpg

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Psychol Med. 2022 Sep 1:1-14. doi: 10.1017/S0033291722002707.
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Novelty and uncertainty regulate the balance between exploration and exploitation through distinct mechanisms in the human brain.新颖性和不确定性通过人类大脑中的不同机制调节探索与开发之间的平衡。
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Human anterior insula signals salience and deviations from expectations via bursts of beta oscillations.
人类前脑岛通过β节律爆发信号突显和偏离预期。
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Single-trial modeling separates multiple overlapping prediction errors during reward processing in human EEG.单试次建模可分离人类 EEG 中奖励处理期间的多个重叠预测误差。
Commun Biol. 2021 Jul 23;4(1):910. doi: 10.1038/s42003-021-02426-1.
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Electrophysiological investigation of reward anticipation and outcome evaluation during slot machine play.在老虎机游戏中对奖励预期和结果评估的电生理研究。
Neuroimage. 2021 May 15;232:117874. doi: 10.1016/j.neuroimage.2021.117874. Epub 2021 Feb 18.
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Expectations of reward and efficacy guide cognitive control allocation.期望奖励和效能指导认知控制分配。
Nat Commun. 2021 Feb 15;12(1):1030. doi: 10.1038/s41467-021-21315-z.
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Learning to predict: Neuronal signatures of auditory expectancy in human event-related potentials.学习预测:人类事件相关电位中听觉预期的神经元特征。
Neuroimage. 2021 Jan 15;225:117472. doi: 10.1016/j.neuroimage.2020.117472. Epub 2020 Oct 21.
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Neurophysiological Correlates of the Near-Miss Effect in Gambling.赌博中近失效应的神经生理学相关性。
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