儿童和青少年的观察强化学习。

IF 3.6 1区 心理学 Q1 EDUCATION & EDUCATIONAL RESEARCH npj Science of Learning Pub Date : 2024-03-13 DOI:10.1038/s41539-024-00227-9
Julia M Rodriguez Buritica, Ben Eppinger, Hauke R Heekeren, Eveline A Crone, Anna C K van Duijvenvoorde
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引用次数: 0

摘要

在教育实践和日常生活中,观察学习是获得新行为的必要条件,也是人类认知和社会情感发展的重要机制。然而,从发展的角度来看,我们对其潜在的神经计算机制知之甚少。在这项研究中,我们利用基于模型的 fMRI 研究了儿童和年轻成人在观察学习和个体学习方面的差异。在个体学习过程中,预测误差(PE),即经验结果与预测结果之间的差异,与纹状体和腹内侧前额叶皮层的激活呈正相关,并且没有显示出与年龄相关的差异。在观察学习过程中,当结果比预测的差时,与PE相关的激活更为明显。特别是,与儿童相比,成人背内侧前额叶皮层的负PE编码更强,并且与儿童和成人观察学习的改善有关。目前的研究结果为更好地理解不同发展阶段和教育环境中的观察学习挑战铺平了道路。
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Observational reinforcement learning in children and young adults.

Observational learning is essential for the acquisition of new behavior in educational practices and daily life and serves as an important mechanism for human cognitive and social-emotional development. However, we know little about its underlying neurocomputational mechanisms from a developmental perspective. In this study we used model-based fMRI to investigate differences in observational learning and individual learning between children and younger adults. Prediction errors (PE), the difference between experienced and predicted outcomes, related positively to striatal and ventral medial prefrontal cortex activation during individual learning and showed no age-related differences. PE-related activation during observational learning was more pronounced when outcomes were worse than predicted. Particularly, negative PE-coding in the dorsal medial prefrontal cortex was stronger in adults compared to children and was associated with improved observational learning in children and adults. The current findings pave the way to better understand observational learning challenges across development and educational settings.

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来源期刊
CiteScore
5.40
自引率
7.10%
发文量
29
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