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顶叶皮层中决策信心的群体表征。

A Population Representation of the Confidence in a Decision in the Parietal Cortex.

作者信息

Zylberberg Ariel, Shadlen Michael N

机构信息

Mortimer B Zuckerman Mind Brain Behavior Institute, Columbia University, New York, United States.

Virtual Confidence and Metacognition Laboratory.

出版信息

bioRxiv. 2025 Feb 1:2024.08.15.608159. doi: 10.1101/2024.08.15.608159.

Abstract

Confidence in a decision is the belief, prior to feedback, that one's choice is correct. In the brain, many decisions are implemented as a race between competing evidence-accumulation processes. We ask whether the neurons that represent evidence accumulation also carry information about whether the choice is correct (i.e., confidence). Monkeys performed a reaction time version of the random dot motion task. Neuropixels probes were used to record from neurons in the lateral intraparietal (LIP) area. LIP neurons with response fields that overlap the choice-target contralateral to the recording site ( neurons) represent the accumulation of evidence in favor of contralateral target selection. We demonstrate that shortly before a contralateral choice is reported, the population of neurons contains information about the accuracy of the choice (i.e., whether the choice is correct or incorrect). This finding is unexpected because, on average, neurons exhibit a level of activity before the report that is independent of reaction time and evidence strength-both strong predictors of accuracy. This apparent contradiction is resolved by examining the variability in neuronal responses across the population of neurons. While on average, neurons exhibit a stereotyped level of activity before a contralateral choice, many neurons depart from this average in a consistent manner. From these neurons, the accuracy of the choice can be predicted using a simple logistic decoder. The accuracy of the choice predicted from neural activity reproduces the hallmarks of confidence identified in human behavioral experiments. Therefore, neurons that represent evidence accumulation can also inform the monkey's confidence.

摘要

对决策的信心是指在获得反馈之前,相信自己的选择是正确的。在大脑中,许多决策是通过相互竞争的证据积累过程之间的竞赛来实现的。我们要问的是,那些代表证据积累的神经元是否也携带有关选择是否正确(即信心)的信息。猴子执行了随机点运动任务的反应时版本。使用神经像素探针记录顶内沟外侧(LIP)区域的神经元活动。其反应场与记录部位对侧的选择目标重叠的LIP神经元(即神经元)代表支持对侧目标选择的证据积累。我们证明,在报告对侧选择之前不久,神经元群体包含有关选择准确性(即选择是正确还是错误)的信息。这一发现出乎意料,因为平均而言,神经元在报告之前表现出的活动水平与反应时和证据强度无关——而这两者都是准确性的有力预测指标。通过检查神经元群体中神经元反应的变异性,解决了这一明显的矛盾。虽然平均而言,神经元在对侧选择之前表现出刻板的活动水平,但许多神经元以一致的方式偏离了这个平均值。从这些神经元中,可以使用简单的逻辑解码器预测选择的准确性。从神经活动预测的选择准确性再现了人类行为实验中确定的信心特征。因此,代表证据积累的神经元也可以告知猴子的信心。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b50e/11828606/28257b11849d/nihpp-2024.08.15.608159v2-f0001.jpg

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