EEG Data Quality in Real-World Settings: Examining Neural Correlates of Attention in School-Aged Children.

IF 1.9 4区 教育学 Q2 EDUCATION & EDUCATIONAL RESEARCH
Mind Brain and Education Pub Date : 2022-08-01 Epub Date: 2022-02-13 DOI:10.1111/mbe.12314
Keye Xu, Sarah Jo Torgrimson, Remi Torres, Agatha Lenartowicz, Jennie K Grammer
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引用次数: 3

Abstract

Advances in mobile electroencephalography (EEG) technology have made it possible to examine covert cognitive processes in real-world settings such as student attention in the classroom. Here, we outline research using wired and wireless EEG technology to examine attention in elementary school children across increasingly naturalistic paradigms in schools, ranging from a lab-based paradigm where children met one-on-one with an experimenter in a field laboratory to mobile EEG testing conducted in the same school during semi-naturalistic classroom lessons. Despite an increase of data loss with the classroom-based paradigm, we demonstrate that it is feasible to collect quality data in classroom settings with young children. We also provide a test case for how robust EEG signals, such as alpha oscillations, can be used to identify measurable differences in covert processes like attention in classrooms. We end with pragmatic suggestions for researchers interested in employing naturalistic EEG methods in real-world, multisensory contexts.

脑电图数据质量在现实世界的设置:检查在学龄儿童的注意力神经相关
--移动脑电图(EEG)技术的进步使研究真实世界环境中的隐蔽认知过程成为可能,例如学生在课堂上的注意力。在这里,我们概述了使用有线和无线脑电图技术在学校中越来越自然的范式中检查小学生注意力的研究,从基于实验室的范式,孩子们在现场实验室与实验者一对一会面,到在同一所学校的半自然课堂课程中进行的移动脑电图测试。尽管基于课堂的范式会增加数据丢失,但我们证明,在幼儿的课堂环境中收集高质量的数据是可行的。我们还提供了一个测试案例,说明如何使用稳健的脑电图信号(如阿尔法振荡)来识别课堂注意力等隐蔽过程中可测量的差异。最后,我们为有兴趣在现实世界、多感官环境中使用自然主义脑电图方法的研究人员提出了务实的建议。识别促进课堂注意力参与的因素是教育工作者非常感兴趣的。脑电图(EEG)数据的高时间分辨率使其非常适合跟踪实时波动
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来源期刊
CiteScore
3.50
自引率
11.10%
发文量
29
期刊介绍: Mind, Brain, and Education (MBE), recognized as the 2007 Best New Journal in the Social Sciences & Humanities by the Association of American Publishers" Professional & Scholarly Publishing Division, provides a forum for the accessible presentation of basic and applied research on learning and development, including analyses from biology, cognitive science, and education. The journal grew out of the International Mind, Brain, and Education Society"s mission to create a new field of mind, brain and education, with educators and researchers expertly collaborating in integrating the variety of fields connecting mind, brain, and education in research, theory, and/or practice.
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