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发育性阅读障碍中的非典型强化学习

Atypical Reinforcement Learning in Developmental Dyslexia.

作者信息

Massarwe Atheer Odah, Nissan Noyli, Gabay Yafit

机构信息

Department of Special Education, Edmond J. Safra Brain Research Center for the Study of Learning Disabilities, University of Haifa, Haifa, Israel.

出版信息

J Int Neuropsychol Soc. 2022 Mar;28(3):270-280. doi: 10.1017/S1355617721000266. Epub 2021 Apr 7.

Abstract

OBJECTIVES

According to the Procedural Deficit Hypothesis, abnormalities in corticostriatal pathways could account for the language-related deficits observed in developmental dyslexia. The same neural network has also been implicated in the ability to learn contingencies based on trial and error (i.e., reinforcement learning [RL]). On this basis, the present study tested the assumption that dyslexic individuals would be impaired in RL compared with neurotypicals in two different tasks.

METHODS

In a probabilistic selection task, participants were required to learn reinforcement contingencies based on probabilistic feedback. In an implicit transitive inference task, participants were also required to base their decisions on reinforcement histories, but feedback was deterministic and stimulus pairs were partially overlapping, such that participants were required to learn hierarchical relations.

RESULTS

Across tasks, results revealed that although the ability to learn from positive/negative feedback did not differ between the two groups, the learning of reinforcement contingencies was poorer in the dyslexia group compared with the neurotypicals group. Furthermore, in novel test pairs where previously learned information was presented in new combinations, dyslexic individuals performed similarly to neurotypicals.

CONCLUSIONS

Taken together, these results suggest that learning of reinforcement contingencies occurs less robustly in individuals with developmental dyslexia. Inferences for the neuro-cognitive mechanisms of developmental dyslexia are discussed.

摘要

目的

根据程序缺陷假说,皮质纹状体通路异常可能是发育性阅读障碍中观察到的语言相关缺陷的原因。同一神经网络也与基于试错学习意外情况的能力(即强化学习[RL])有关。在此基础上,本研究在两项不同任务中测试了阅读障碍个体在强化学习方面相对于正常个体受损的假设。

方法

在概率选择任务中,参与者需要根据概率反馈学习强化意外情况。在隐性传递推理任务中,参与者也需要根据强化历史做出决策,但反馈是确定性的,刺激对部分重叠,因此参与者需要学习层次关系。

结果

在各项任务中,结果显示,虽然两组从正/负反馈中学习的能力没有差异,但与正常个体组相比,阅读障碍组学习强化意外情况的能力较差。此外,在以新组合呈现先前学习信息的新测试对中,阅读障碍个体的表现与正常个体相似。

结论

综上所述,这些结果表明,发育性阅读障碍个体学习强化意外情况的能力较弱。文中讨论了对发育性阅读障碍神经认知机制的推断。

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