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Cognitive flexibility in adolescence: Neural and behavioral mechanisms of reward prediction error processing in adaptive decision making during development

机译:青春期的认知灵活性:发展过程中自适应决策中奖励预测错误处理的神经和行为机制

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摘要

Adolescence is associated with quickly changing environmental demands which require excellent adaptive skills and high cognitive flexibility. Feedback-guided adaptive learning and cognitive flexibility are driven by reward prediction error (RPE) signals, which indicate the accuracy of expectations and can be estimated using computational models. Despite the importance of cognitive flexibility during adolescence, only little is known about how RPE processing in cognitive flexibility deviates between adolescence and adulthood.In this study, we investigated the developmental aspects of cognitive flexibility by means of computational models and functional magnetic resonance imaging (fMRI). We compared the neural and behavioral correlates of cognitive flexibility in healthy adolescents (12–16 years) to adults performing a probabilistic reversal learning task. Using a modified risk-sensitive reinforcement learning model, we found that adolescents learned faster from negative RPEs than adults. The fMRI analysis revealed that within the RPE network, the adolescents had a significantly altered RPE-response in the anterior insula. This effect seemed to be mainly driven by increased responses to negative prediction errors.In summary, our findings indicate that decision making in adolescence goes beyond merely increased reward-seeking behavior and provides a developmental perspective to the behavioral and neural mechanisms underlying cognitive flexibility in the context of reinforcement learning.
机译:青春期与快速变化的环境需求相关,这需要出色的适应能力和高度的认知灵活性。反馈指导的自适应学习和认知灵活性由奖励预测误差(RPE)信号驱动,该信号指示期望的准确性,可以使用计算模型进行估计。尽管在青春期认知柔韧性很重要,但关于RPE在认知柔韧性上如何在青春期和成年期之间变化的了解很少。在这项研究中,我们通过计算模型和功能磁共振成像(fMRI)研究了认知柔韧性的发展方面)。我们比较了健康青少年(12-16岁)与执行概率逆向学习任务的成年人的认知灵活性的神经和行为相关性。使用修改后的风险敏感型强化学习模型,我们发现青少年从不良RPE中学习的速度比成人快。 fMRI分析显示,在RPE网络内,青少年前岛的RPE反应明显改变。总的来说,我们的发现表明,青春期的决策不仅仅是增加了寻求奖励的行为,而且还为认知中的柔性的行为和神经机制提供了发展前景。强化学习的环境。

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