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An fMRI Dataset for Concept Representation with Semantic Feature Annotations (vol 9, 721, 2022)
Wang, Shaonan1,2; Zhang, Yunhao1,2; Zhang, Xiaohan1,2; Sun, Jingyuan1,2; Lin, Nan3,4; Zhang, Jiajun1,2; Zong, Chengqing1,2
第一作者Wang, Shaonan
通讯作者邮箱shaonan.wang@ nlpr.ia.ac.cn
心理所单位排序3
摘要

The neural representation of concepts is a focus of many cognitive neuroscience studies. Prior works studying concept representation with neural imaging data have been largely limited to concrete concepts. The use of relatively small and constrained sets of stimuli leaves open the question of whether the findings can generalize other concepts. We share an fMRI dataset in which 11 participants thought of 672 individual concepts, including both concrete and abstract concepts. The concepts were probed using words paired with images in which the words were selected to cover a wide range of semantic categories. Furthermore, according to the componential theories of concept representation, we collected the 54 semantic features of the 672 concepts comprising sensory, motor, spatial, temporal, affective, social, and cognitive experiences by crowdsourcing annotations. The quality assessment results verify this as a high-quality neuroimaging dataset. Such a dataset is well suited to study how the brain represents different semantic features and concepts, creating the essential condition to investigate the neural representation of individual concepts.

2023-08-23
语种英语
DOI10.1038/s41597-023-02480-w
发表期刊SCIENTIFIC DATA
卷号10期号:1页码:1
期刊论文类型综述
收录类别SCI
资助项目Youth Innovation Promotion Association CAS
出版者NATURE PORTFOLIO
WOS研究方向Science & Technology - Other Topics
WOS类目Multidisciplinary Sciences
WOS记录号WOS:001053823700004
WOS分区Q1
资助机构Youth Innovation Promotion Association CAS
引用统计
文献类型期刊论文
条目标识符https://ir.psych.ac.cn/handle/311026/45927
专题中国科学院行为科学重点实验室
通讯作者Wang, Shaonan
作者单位1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing, Peoples R China
2.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R China
3.Inst Psychol, CAS Key Lab Behav Sci, Beijing, Peoples R China
4.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Wang, Shaonan,Zhang, Yunhao,Zhang, Xiaohan,et al. An fMRI Dataset for Concept Representation with Semantic Feature Annotations (vol 9, 721, 2022)[J]. SCIENTIFIC DATA,2023,10(1):1.
APA Wang, Shaonan.,Zhang, Yunhao.,Zhang, Xiaohan.,Sun, Jingyuan.,Lin, Nan.,...&Zong, Chengqing.(2023).An fMRI Dataset for Concept Representation with Semantic Feature Annotations (vol 9, 721, 2022).SCIENTIFIC DATA,10(1),1.
MLA Wang, Shaonan,et al."An fMRI Dataset for Concept Representation with Semantic Feature Annotations (vol 9, 721, 2022)".SCIENTIFIC DATA 10.1(2023):1.
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