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强化学习过程中与反馈相关的大脑反应能否预测青少年的社会动机(非)独立性?

Does Feedback-Related Brain Response during Reinforcement Learning Predict Socio-motivational (In-)dependence in Adolescence?

作者信息

Raufelder Diana, Boehme Rebecca, Romund Lydia, Golde Sabrina, Lorenz Robert C, Gleich Tobias, Beck Anne

机构信息

Ernst-Moritz Arndt University Greifswald Greifswald, Germany.

Charité - Universitätsmedizin Berlin Berlin, Germany.

出版信息

Front Psychol. 2016 May 6;7:655. doi: 10.3389/fpsyg.2016.00655. eCollection 2016.

DOI:10.3389/fpsyg.2016.00655
PMID:27199873
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4859064/
Abstract

This multi-methodological study applied functional magnetic resonance imaging to investigate neural activation in a group of adolescent students (N = 88) during a probabilistic reinforcement learning task. We related patterns of emerging brain activity and individual learning rates to socio-motivational (in-)dependence manifested in four different motivation types (MTs): (1) peer-dependent MT, (2) teacher-dependent MT, (3) peer-and-teacher-dependent MT, (4) peer-and-teacher-independent MT. A multinomial regression analysis revealed that the individual learning rate predicts students' membership to the independent MT, or the peer-and-teacher-dependent MT. Additionally, the striatum, a brain region associated with behavioral adaptation and flexibility, showed increased learning-related activation in students with motivational independence. Moreover, the prefrontal cortex, which is involved in behavioral control, was more active in students of the peer-and-teacher-dependent MT. Overall, this study offers new insights into the interplay of motivation and learning with (1) a focus on inter-individual differences in the role of peers and teachers as source of students' individual motivation and (2) its potential neurobiological basis.

摘要

这项多方法研究应用功能磁共振成像技术,调查了一组青少年学生(N = 88)在概率强化学习任务期间的神经激活情况。我们将新出现的大脑活动模式和个体学习率与四种不同动机类型(MTs)中表现出的社会动机(非)独立性联系起来:(1)同伴依赖型MT,(2)教师依赖型MT,(3)同伴和教师依赖型MT,(4)同伴和教师独立型MT。多项回归分析显示,个体学习率可预测学生属于独立型MT还是同伴和教师依赖型MT。此外,纹状体是一个与行为适应和灵活性相关的脑区,在具有动机独立性的学生中显示出与学习相关的激活增加。而且,参与行为控制的前额叶皮层在同伴和教师依赖型MT的学生中更活跃。总体而言,本研究为动机与学习的相互作用提供了新见解,(1)关注同伴和教师作为学生个体动机来源的作用中的个体差异,(2)以及其潜在的神经生物学基础。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d55/4859064/ff176ab09a31/fpsyg-07-00655-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d55/4859064/aca5c14472a1/fpsyg-07-00655-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d55/4859064/16df6d4ed197/fpsyg-07-00655-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d55/4859064/ff176ab09a31/fpsyg-07-00655-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d55/4859064/aca5c14472a1/fpsyg-07-00655-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d55/4859064/16df6d4ed197/fpsyg-07-00655-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d55/4859064/ff176ab09a31/fpsyg-07-00655-g003.jpg

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Role of the medial prefrontal cortex in impaired decision making in juvenile attention-deficit/hyperactivity disorder.内侧前额叶皮质在青少年注意缺陷多动障碍中决策障碍的作用。
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The Relationship between Perceptual Decision Variables and Confidence in the Human Brain.
学生感知到的课堂支持对动机的纵向影响——一个潜在变化模型
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