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在模拟法医情境下强化学习中冲突监测和反馈处理的个体差异。

Individual differences of conflict monitoring and feedback processing during reinforcement learning in a mock forensic context.

机构信息

Institute of Psychology, University of Kiel, Olshausenstrasse 75, 24118, Kiel, Germany.

Institute of Psychology, University of Bonn, Bonn, Germany.

出版信息

Cogn Affect Behav Neurosci. 2020 Apr;20(2):408-426. doi: 10.3758/s13415-020-00776-7.

Abstract

This study investigated individual differences of conflict monitoring (N2 component), feedback processing (feedback negativity component), and reinforcement learning in a discrimination learning task using a mock (fictitious) forensic scenario to set participants in a semantic task context. We investigated individual differences of anxiety-related, impulsivity-related traits and reasoning ability during trial-and-error learning of mock suspect and nonsuspect faces. Thereby, we asked how the differential investment of cognitive-motivational processes facilitates learning in a mock forensic context. As learning can be studied by means of time-on-task effects (i.e., variations of cognitive processes across task blocks), we investigated the differential investment of cognitive-motivational processes block-wise in N = 100 participants. By performing structural equation modeling, we demonstrate that conflict monitoring decreased across task blocks, whereas the percentage of correct responses increased across task blocks. Individuals with higher reasoning scores and higher impulsivity-related traits relied rather on feedback processing (i.e., external indicators) during reinforcement learning. Individuals with higher anxiety-related traits intensified their conflict monitoring throughout the task to learn successfully. Observation by relevant others intensified conflict monitoring more than nonobservation. Our data highlight that individual differences and social context modulate the intensity of information processing in a discrimination learning task using a mock forensic task scenario. We discuss our data with regard to recent cognitive-motivational approaches and in terms of reinforcement learning.

摘要

本研究使用模拟(虚构)法庭场景,在区分学习任务中调查了冲突监测(N2 成分)、反馈处理(反馈负性成分)和强化学习的个体差异,使参与者处于语义任务情境中。我们在模拟嫌疑人和非嫌疑人面孔的试错学习过程中,调查了与焦虑相关、冲动相关特质和推理能力的个体差异。因此,我们想知道认知动机过程的差异投资如何促进模拟法庭情境中的学习。由于学习可以通过任务时间效应(即认知过程在任务块之间的变化)来研究,因此我们在 N=100 名参与者中按块研究了认知动机过程的差异投资。通过进行结构方程建模,我们证明冲突监测随着任务块的增加而减少,而正确反应的百分比随着任务块的增加而增加。推理能力较高且冲动相关特质较高的个体在强化学习过程中更多地依赖于反馈处理(即外部指标)。焦虑相关特质较高的个体在整个任务中加强了冲突监测,以成功学习。他人的观察比非观察更加强化了冲突监测。我们的数据强调了个体差异和社会环境可以调节使用模拟法庭任务场景的区分学习任务中信息处理的强度。我们根据最近的认知动机方法和强化学习来讨论我们的数据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d2d2/7105439/f86dd14f8242/13415_2020_776_Fig1_HTML.jpg

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