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定量建模表明大脑中数学问题的表示形式是不变的。

Quantitative modelling demonstrates format-invariant representations of mathematical problems in the brain.

机构信息

Lyon Neuroscience Research Center (CRNL), INSERM U1028-CNRS UMR5292, University of Lyon, Bron, France.

Center for Information and Neural Networks, National Institute of Information and Communications Technology, Suita, Japan.

出版信息

Eur J Neurosci. 2023 Mar;57(6):1003-1017. doi: 10.1111/ejn.15925. Epub 2023 Feb 9.

Abstract

Mathematical problems can be described in either symbolic form or natural language. Previous studies have reported that activation overlaps exist for these two types of mathematical problems, but it is unclear whether they are based on similar brain representations. Furthermore, quantitative modelling of mathematical problem solving has yet to be attempted. In the present study, subjects underwent 3 h of functional magnetic resonance experiments involving math word and math expression problems, and a read word condition without any calculations was used as a control. To evaluate the brain representations of mathematical problems quantitatively, we constructed voxel-wise encoding models. Both intra- and cross-format encoding modelling significantly predicted brain activity predominantly in the left intraparietal sulcus (IPS), even after subtraction of the control condition. Representational similarity analysis and principal component analysis revealed that mathematical problems with different formats had similar cortical organization in the IPS. These findings support the idea that mathematical problems are represented in the brain in a format-invariant manner.

摘要

数学问题可以用符号形式或自然语言来描述。先前的研究报告称,这两种类型的数学问题存在激活重叠,但尚不清楚它们是否基于相似的大脑表征。此外,还尚未尝试对数学问题解决进行定量建模。在本研究中,受试者接受了 3 小时的功能磁共振实验,涉及数学单词和数学表达式问题,并且使用不进行任何计算的阅读单词条件作为对照。为了定量评估数学问题的大脑表示,我们构建了体素编码模型。内格式和跨格式编码建模都显著预测了大脑活动,主要位于左顶内沟(IPS),即使在减去对照条件后也是如此。表示相似性分析和主成分分析表明,具有不同格式的数学问题在 IPS 中具有相似的皮质组织。这些发现支持了这样一种观点,即大脑以格式不变的方式表示数学问题。

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