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Punishing an Error Improves Learning: The Influence of Punishment Magnitude on Error-Related Neural Activity and Subsequent Learning

机译:惩罚错误会改善学习:惩罚幅度对与错误有关的神经活动和后续学习的影响

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摘要

Punishing an error to shape subsequent performance is a major tenet of individual and societal level behavioral interventions. Recent work examining error-related neural activity has identified that the magnitude of activity in the posterior medial frontal cortex (pMFC) is predictive of learning from an error, whereby greater activity in this region predicts adaptive changes in future cognitive performance. It remains unclear how punishment influences error-related neural mechanisms to effect behavior change, particularly in key regions such as pMFC, which previous work has demonstrated to be insensitive to punishment. Using an associative learning task that provided monetary reward and punishment for recall performance, we observed that when recall errors were categorized by subsequent performance—whether the failure to accurately recall a number–location association was corrected at the next presentation of the same trial—the magnitude of error-related pMFC activity predicted future correction. However, the pMFC region was insensitive to the magnitude of punishment an error received and it was the left insula cortex that predicted learning from the most aversive outcomes. These findings add further evidence to the hypothesis that error-related pMFC activity may reflect more than a prediction error in representing the value of an outcome. The novel role identified here for the insular cortex in learning from punishment appears particularly compelling for our understanding of psychiatric and neurologic conditions that feature both insular cortex dysfunction and a diminished capacity for learning from negative feedback or punishment.
机译:惩罚错误以影响以后的表现是个人和社会层面行为干预的主要宗旨。最近一项研究与错误相关的神经活动的工作已经确定,后内侧额叶皮层(pMFC)的活动幅度可预测是否会从错误中学习,从而该区域更大的活动可预测未来认知表现的适应性变化。尚不清楚惩罚如何影响与错误相关的神经机制以影响行为改变,特别是在诸如pMFC之类的关键区域,先前的工作已证明对惩罚不敏感。通过使用一项针对召回表现提供金钱奖励和惩罚的联想学习任务,我们观察到,将召回错误按随后的表现进行分类-是否可以在同一次试验的下一次演示中纠正无法准确召回号码-位置关联的问题,与错误相关的pMFC活动的幅度预测将来的校正。但是,pMFC区域对接收到的错误的惩罚程度不敏感,并且是预测最厌恶结果的学习者是左岛皮层。这些发现为以下假设提供了进一步的证据:与错误相关的pMFC活性在代表结果值方面可能比预测错误反映更多。此处确定的岛突皮质在惩罚学习中的新颖作用对于我们对精神和神经系统疾病的理解特别引人注目,这些疾病既具有岛突皮质功能障碍,又具有从负面反馈或惩罚中学习的能力减弱。

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