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剖析斑块切换的神经计算基础。

Dissecting the neurocomputational bases of patch-switching.

机构信息

Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff CF24 4HQ, United Kingdom.

School of Psychology, Faculty of Medicine, Health and Life Sciences, Swansea University, Swansea SA28PP, United Kingdom.

出版信息

Cereb Cortex. 2023 Jun 8;33(12):7930-7940. doi: 10.1093/cercor/bhad088.

DOI:10.1093/cercor/bhad088
PMID:36928911
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10267616/
Abstract

The survival and well-being of humans require solving the patch-switching problem: we must decide when to stop collecting rewards in a current patch and travel somewhere else where gains may be higher. Previous studies suggested that frontal regions are underpinned by several processes in the context of foraging decisions such as tracking task difficulty, and/or the value of exploring the environment. To dissociate between these processes, participants completed an fMRI patch-switching learning task inspired by behavioral ecology. By analyzing >11,000 trials collected across 21 participants, we found that the activation in the cingulate cortex was closely related to several patch-switching-related variables including the decision to leave the current patch, the encounter of a new patch, the harvest value, and the relative forage value. Learning-induced changes in the patch-switching threshold were tracked by activity within frontoparietal regions including the superior frontal gyrus and angular gyrus. Our findings suggest that frontoparietal regions shape patch-switching learning apart from encoding classical non-learning foraging processes. These findings provide a novel neurobiological understanding of how learning emerges neurocomputationally shaping patch-switching behavior with implications in real-life choices such as job selection and pave the way for future studies to probe the causal role of these neurobiological mechanisms.

摘要

人类的生存和福祉需要解决切换斑块问题

我们必须决定何时停止在当前斑块中收集奖励,然后前往其他可能获得更高收益的地方。先前的研究表明,在觅食决策的背景下,额叶区域受到几个过程的支持,例如跟踪任务难度,和/或探索环境的价值。为了区分这些过程,参与者完成了一项受行为生态学启发的 fMRI 斑块切换学习任务。通过分析 21 名参与者收集的 >11,000 个试验,我们发现扣带皮层的激活与几个与斑块切换相关的变量密切相关,包括离开当前斑块的决定、遇到新斑块、收获值和相对觅食值。在前额顶叶区域(包括额上回和角回)内的活动跟踪了斑块切换阈值的学习诱导变化。我们的发现表明,额顶叶区域除了编码经典的非学习觅食过程外,还塑造了斑块切换学习。这些发现为学习如何在神经计算上出现并塑造斑块切换行为提供了新的神经生物学理解,这对现实生活中的选择(例如工作选择)具有启示意义,并为未来研究探索这些神经生物学机制的因果作用铺平了道路。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/20b720ca4be9/bhad088f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/813b2c77f98e/bhad088f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/85a3b75d79a5/bhad088f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/11a9fec4278b/bhad088f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/ae04a1f54a72/bhad088f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/f7657861828b/bhad088f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/b16ad711f8ba/bhad088f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/20b720ca4be9/bhad088f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/813b2c77f98e/bhad088f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/85a3b75d79a5/bhad088f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/11a9fec4278b/bhad088f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/ae04a1f54a72/bhad088f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/f7657861828b/bhad088f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/b16ad711f8ba/bhad088f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cea/10267616/20b720ca4be9/bhad088f7.jpg

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本文引用的文献

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Disentangling choice value and choice conflict in sequential decisions under risk.在风险下的序贯决策中解开选择价值和选择冲突。
PLoS Comput Biol. 2022 Oct 7;18(10):e1010478. doi: 10.1371/journal.pcbi.1010478. eCollection 2022 Oct.
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Structural variation within the left globus pallidus is associated with task-switching, not stimulus updating or distractor filtering.左苍白球内的结构变化与任务转换有关,而与刺激更新或分心物过滤无关。
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Revisiting foraging approaches in neuroscience.
重新审视神经科学中的觅食方法。
Cogn Affect Behav Neurosci. 2019 Apr;19(2):225-230. doi: 10.3758/s13415-018-00682-z.
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A new way to look at the data: Similarities between groups of people are large and important.一种新的数据分析方法:人群之间的相似性很大且很重要。
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Prospection, Perseverance, and Insight in Sequential Behavior.序贯行为中的展望、坚持和洞察。
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Minimum statistical standards for submissions to Neuroimage: Clinical.提交至《神经影像学:临床》的最低统计标准。
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