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An fMRI Dataset for Concept Representation with Semantic Feature Annotations
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ShaonanWang
通讯作者邮箱shaonan.wang@nlpr.ia.ac.cn (shaonanwang)
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.

2022-11-24
语种英语
DOI10.1038/s41597-022-01840-2
发表期刊SCIENTIFIC DATA
卷号9期号:1页码:9
期刊论文类型实证研究
收录类别SCI
出版者NATURE PORTFOLIO
WOS研究方向Science & Technology - Other Topics
WOS类目Multidisciplinary Sciences
WOS记录号WOS:000887909800001
WOS分区Q1
引用统计
被引频次:6[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/44109
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, Natl Lab Pattern Recognit, Inst Automat, Beijing, Peoples R China
2.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Beijing, Peoples R China
3.Chinese Acad Sci, Inst Psychol, 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[J]. SCIENTIFIC DATA,2022,9(1):9.
APA Wang, Shaonan.,Zhang, Yunhao.,Zhang, Xiaohan.,Sun, Jingyuan.,Lin, Nan.,...&Zong, Chengqing.(2022).An fMRI Dataset for Concept Representation with Semantic Feature Annotations.SCIENTIFIC DATA,9(1),9.
MLA Wang, Shaonan,et al."An fMRI Dataset for Concept Representation with Semantic Feature Annotations".SCIENTIFIC DATA 9.1(2022):9.
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