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何时做决策:时变序列采样模型解释了人类大脑中基于价值的决策的出现。

Deciding when to decide: time-variant sequential sampling models explain the emergence of value-based decisions in the human brain.

机构信息

Department of Systems Neuroscience, University Medical Center Hamburg-Eppendorf, 20246 Hamburg, Germany.

出版信息

J Neurosci. 2012 Aug 1;32(31):10686-98. doi: 10.1523/JNEUROSCI.0727-12.2012.

Abstract

The cognitive and neuronal mechanisms of perceptual decision making have been successfully linked to sequential sampling models. These models describe the decision process as a gradual accumulation of sensory evidence over time. The temporal evolution of economic choices, however, remains largely unexplored. We tested whether sequential sampling models help to understand the formation of value-based decisions in terms of behavior and brain responses. We used functional magnetic resonance imaging (fMRI) to measure brain activity while human participants performed a buying task in which they freely decided upon how and when to choose. Behavior was accurately predicted by a time-variant sequential sampling model that uses a decreasing rather than fixed decision threshold to estimate the time point of the decision. Presupplementary motor area, caudate nucleus, and anterior insula activation was associated with the accumulation of evidence over time. Furthermore, at the beginning of the decision process the fMRI signal in these regions accounted for trial-by-trial deviations from behavioral model predictions: relatively high activation preceded relatively early responses. The updating of value information was correlated with signals in the ventromedial prefrontal cortex, left and right orbitofrontal cortex, and ventral striatum but also in the primary motor cortex well before the response itself. Our results support a view of value-based decisions as emerging from sequential sampling of evidence and suggest a close link between the accumulation process and activity in the motor system when people are free to respond at any time.

摘要

知觉决策的认知和神经元机制已成功与序列抽样模型联系起来。这些模型将决策过程描述为随时间逐渐积累感官证据。然而,经济选择的时间演变在很大程度上仍未得到探索。我们测试了序列抽样模型是否有助于根据行为和大脑反应来理解基于价值的决策的形成。我们使用功能磁共振成像(fMRI)来测量大脑活动,而人类参与者则在购买任务中自由决定如何以及何时选择。行为可以通过使用递减而不是固定决策阈值的时变序列抽样模型来准确预测,以估计决策的时间点。预备运动区、尾状核和前岛叶的激活与随时间积累的证据有关。此外,在决策过程的开始时,这些区域的 fMRI 信号可以解释与行为模型预测的逐次偏差:相对较高的激活先于相对较早的反应。价值信息的更新与腹内侧前额叶皮层、左右眶额皮层和腹侧纹状体的信号相关,但在反应本身之前,也与初级运动皮层的信号相关。我们的结果支持基于价值的决策是从证据的序列抽样中产生的观点,并表明当人们可以随时自由响应时,积累过程与运动系统的活动之间存在密切联系。

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