Suppr超能文献

通过以儿童为中心的眼动追踪提高儿童脑电图研究中的数据保留率。

Improving data retention in EEG research with children using child-centered eye tracking.

作者信息

Maguire Mandy J, Magnon Grant, Fitzhugh Anna E

机构信息

University of Texas at Dallas, United States.

University of Texas at Dallas, United States.

出版信息

J Neurosci Methods. 2014 Dec 30;238:78-81. doi: 10.1016/j.jneumeth.2014.09.014. Epub 2014 Sep 22.

Abstract

BACKGROUND

Event Related Potentials (ERPs) elicited by visual stimuli have increased our understanding of developmental disorders and adult cognitive abilities for decades; however, these studies are very difficult with populations who cannot sustain visual attention such as infants and young children. Current methods for studying such populations include requiring a button response, which may be impossible for some participants, and experimenter monitoring, which is subject to error, highly variable, and spatially imprecise.

NEW METHOD

We developed a child-centered methodology to integrate EEG data acquisition and eye-tracking technologies that uses "attention-getters" in which stimulus display is contingent upon the child's gaze. The goal was to increase the number of trials retained. Additionally, we used the eye-tracker to categorize and analyze the EEG data based on gaze to specific areas of the visual display, compared to analyzing based on stimulus presentation.

RESULTS COMPARED WITH EXISTING METHODS

The number of trials retained was substantially improved using the child-centered methodology compared to a button-press response in 7-8 year olds. In contrast, analyzing the EEG based on eye gaze to specific points within the visual display as opposed to stimulus presentation provided too few trials for reliable interpretation.

CONCLUSIONS

By using the linked EEG-eye-tracker we significantly increased data retention. With this method, studies can be completed with fewer participants and a wider range of populations. However, caution should be used when epoching based on participants' eye gaze because, in this case, this technique provided substantially fewer trials.

摘要

背景

数十年来,视觉刺激诱发的事件相关电位(ERP)增进了我们对发育障碍和成人认知能力的理解;然而,对于无法维持视觉注意力的人群,如婴幼儿,进行这些研究非常困难。目前研究这类人群的方法包括要求按键反应(某些参与者可能无法做到)以及实验者监测(易出错、高度可变且空间精度不高)。

新方法

我们开发了一种以儿童为中心的方法,将脑电图(EEG)数据采集和眼动追踪技术相结合,该方法使用“注意力吸引器”,即刺激显示取决于儿童的注视。目的是增加保留的试验次数。此外,与基于刺激呈现进行分析相比,我们使用眼动追踪器根据对视觉显示特定区域的注视对脑电图数据进行分类和分析。

与现有方法相比的结果

与7 - 8岁儿童的按键反应相比,使用以儿童为中心的方法,保留的试验次数有显著改善。相比之下,基于对视觉显示内特定点的注视而非刺激呈现来分析脑电图,可用于可靠解释的试验次数过少。

结论

通过使用脑电图 - 眼动追踪器联用,我们显著提高了数据保留率。采用这种方法,可以用更少的参与者和更广泛的人群完成研究。然而,基于参与者的注视进行分段时应谨慎,因为在这种情况下,该技术提供的试验次数大幅减少。

相似文献

1
Improving data retention in EEG research with children using child-centered eye tracking.
J Neurosci Methods. 2014 Dec 30;238:78-81. doi: 10.1016/j.jneumeth.2014.09.014. Epub 2014 Sep 22.
2
Combining findings from gaze and electroencephalography recordings to study timing in a visual tracking task.
Neuroreport. 2013 Dec 4;24(17):968-72. doi: 10.1097/WNR.0000000000000020.
3
Head movement compensation and multi-modal event detection in eye-tracking data for unconstrained head movements.
J Neurosci Methods. 2016 Dec 1;274:13-26. doi: 10.1016/j.jneumeth.2016.09.005. Epub 2016 Sep 28.
4
A naturalistic viewing paradigm using 360° panoramic video clips and real-time field-of-view changes with eye-gaze tracking.
Neuroimage. 2020 Aug 1;216:116617. doi: 10.1016/j.neuroimage.2020.116617. Epub 2020 Feb 10.
5
A new high-speed visual stimulation method for gaze-contingent eye movement and brain activity studies.
Front Syst Neurosci. 2013 Jul 1;7:24. doi: 10.3389/fnsys.2013.00024. eCollection 2013.
6
Combining EEG and eye movement recording in free viewing: Pitfalls and possibilities.
Brain Cogn. 2016 Aug;107:55-83. doi: 10.1016/j.bandc.2016.06.004. Epub 2016 Jun 29.
8
Quantifying gaze and mouse interactions on spatial visual interfaces with a new movement analytics methodology.
PLoS One. 2017 Aug 4;12(8):e0181818. doi: 10.1371/journal.pone.0181818. eCollection 2017.
9
Tracking gaze position from EEG: Exploring the possibility of an EEG-based virtual eye-tracker.
Brain Behav. 2023 Oct;13(10):e3205. doi: 10.1002/brb3.3205. Epub 2023 Sep 18.
10
Quantification of visual function assessment using remote eye tracking in children: validity and applicability.
Acta Ophthalmol. 2016 Sep;94(6):599-608. doi: 10.1111/aos.13038. Epub 2016 Apr 30.

引用本文的文献

3
Repairing Artifacts in Neural Activity Recordings Using Low-Rank Matrix Estimation.
Sensors (Basel). 2023 May 17;23(10):4847. doi: 10.3390/s23104847.
4
EEG frequency tagging evidence of social interaction recognition.
Soc Cogn Affect Neurosci. 2022 Nov 2;17(11):1044-1053. doi: 10.1093/scan/nsac032.
5
Toward the Understanding of Topographical and Spectral Signatures of Infant Movement Artifacts in Naturalistic EEG.
Front Neurosci. 2020 Apr 28;14:352. doi: 10.3389/fnins.2020.00352. eCollection 2020.

本文引用的文献

1
How semantic categorization influences inhibitory processing in middle-childhood: an Event Related Potentials study.
Brain Cogn. 2011 Jun;76(1):77-86. doi: 10.1016/j.bandc.2011.02.015. Epub 2011 Mar 26.
2
Categorical representation of facial expressions in the infant brain.
Infancy. 2009 May;14(3):346-362. doi: 10.1080/15250000902839393.
3
Emergence of enhanced attention to fearful faces between 5 and 7 months of age.
Soc Cogn Affect Neurosci. 2009 Jun;4(2):134-42. doi: 10.1093/scan/nsn046. Epub 2009 Jan 27.
4
Brain potentials during affective picture processing in children.
Biol Psychol. 2009 Mar;80(3):333-8. doi: 10.1016/j.biopsycho.2008.11.006. Epub 2008 Dec 6.
5
The time course of social-emotional processing in early childhood: ERP responses to facial affect and personal familiarity in a Go-Nogo task.
Neuropsychologia. 2008 Jan 31;46(2):595-613. doi: 10.1016/j.neuropsychologia.2007.10.011. Epub 2007 Oct 23.
6
Distinct processing of objects and faces in the infant brain.
J Cogn Neurosci. 2008 Apr;20(4):741-9. doi: 10.1162/jocn.2008.20052.
7
An ERP study of emotional face processing in the adult and infant brain.
Child Dev. 2007 Jan-Feb;78(1):232-45. doi: 10.1111/j.1467-8624.2007.00994.x.
8
Developmental changes in infants' processing of happy and angry facial expressions: a neurobehavioral study.
Brain Cogn. 2007 Jun;64(1):30-41. doi: 10.1016/j.bandc.2006.10.002. Epub 2006 Dec 13.
9
Neural markers of categorization in 6-month-old infants.
Psychol Sci. 2006 Jan;17(1):59-66. doi: 10.1111/j.1467-9280.2005.01665.x.
10
Linking brainwaves to the brain: an ERP primer.
Dev Neuropsychol. 2005;27(2):183-215. doi: 10.1207/s15326942dn2702_1.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验