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个体差异在语义概念关系网络的神经定位中的体现。

Individual Differences in the Neural Localization of Relational Networks of Semantic Concepts.

机构信息

Dartmouth College.

出版信息

J Cogn Neurosci. 2021 Mar;33(3):390-401. doi: 10.1162/jocn_a_01657. Epub 2020 Dec 7.

Abstract

Semantic concepts relate to each other to varying degrees to form a network of zero-order relations, and these zero-order relations serve as input into networks of general relation types as well as higher order relations. Previous work has studied the neural mapping of semantic concepts across domains, although much work remains to be done to understand how the localization and structure of those architectures differ depending on various individual differences in attentional bias toward different content presentation formats. Using an item-wise model of semantic distance of zero-order relations (Word2vec) between stimuli (presented both in word and picture forms), we used representational similarity analysis to identify individual differences in the neural localization of semantic concepts and how those localization differences can be predicted by individual variance in the degree to which individuals attend to word information instead of pictures. Importantly, there were no reliable representations of this zero-order semantic relational network when looking at the full group, and it was only through considering individual differences that a stable localization difference became evident. These results indicate that individual differences in the degree to which a person habitually attends to word information instead of picture information substantially affects the neural localization of zero-order semantic representations.

摘要

语义概念以不同的程度相互关联,形成一个零阶关系网络,这些零阶关系作为一般关系类型网络以及更高阶关系的输入。尽管为了理解这些架构的定位和结构如何因不同的注意力偏向不同内容呈现格式的个体差异而有所不同,仍有许多工作需要完成,但之前的工作已经研究了跨领域的语义概念的神经映射。使用刺激物(以单词和图片形式呈现)之间的零阶关系(Word2vec)的项目级语义距离模型,我们使用表示相似性分析来识别语义概念的神经定位中的个体差异,以及如何通过个体对单词信息而不是图片信息的关注程度的个体差异来预测这些定位差异。重要的是,当观察整个群体时,这个零阶语义关系网络没有可靠的表示,只有通过考虑个体差异,才能明显看出稳定的定位差异。这些结果表明,一个人习惯性地关注单词信息而不是图片信息的程度的个体差异会极大地影响零阶语义表示的神经定位。

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