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A scoping review on the use of consumer-grade EEG devices for research

View ORCID ProfileJoshua Sabio, View ORCID ProfileNikolas S Williams, View ORCID ProfileGenevieve M McArthur, View ORCID ProfileNicholas A Badcock
doi: https://doi.org/10.1101/2022.12.04.519056
Joshua Sabio
1School of Psychology, University of Queensland, St Lucia, QLD, Australia
2School of Psychological Science, University of Western Australia, Perth, WA, Australia
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  • For correspondence: jsabio28@outlook.com
Nikolas S Williams
3Department of Cognitive Science, Macquarie University, Sydney, NSW, Australia
4Emotiv Inc., San Francisco, CA, USA
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Genevieve M McArthur
3Department of Cognitive Science, Macquarie University, Sydney, NSW, Australia
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Nicholas A Badcock
2School of Psychological Science, University of Western Australia, Perth, WA, Australia
3Department of Cognitive Science, Macquarie University, Sydney, NSW, Australia
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Abstract

BACKGROUND Commercial electroencephalography (EEG) devices have become increasingly available over the last decade. These devices have been used in a wide variety of fields ranging from engineering to cognitive neuroscience.

PURPOSE The aim of this study was to chart peer-review articles that used currently available consumer-grade EEG devices to collect neural data. We provide an overview of the research conducted with these relatively more affordable and user-friendly devices. We also inform future research by exploring the current and potential scope of consumer-grade EEG.

METHODS We followed a five-stage methodological framework for a scoping review that included a systematic search using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews (PRISMA-ScR) guidelines. We searched the following electronic databases: PsycINFO, MEDLINE, Embase, Web of Science, and IEEE Xplore. We charted study data according to application (BCI, experimental research, validation, signal processing, and clinical) and location of use as indexed by the first author’s country.

RESULTS We identified 916 studies that used data recorded with consumer-grade EEG: 531 were reported in journal articles and 385 in conference papers. Emotiv devices were most used, followed by the NeuroSky MindWave, OpenBCI, interaXon Muse, and MyndPlay Mindband. The most common use was for brain-computer interfaces, followed by experimental research, signal processing, validation, and clinical purposes.

CONCLUSIONS Consumer-grade EEG has proven to be a useful tool for neuroscientific research and will likely continue to be used well into the future. Our study provides a comprehensive review of their application, as well as future directions for researchers who wish to use these devices.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • Note. We would like to acknowledge Nikolas Williams’ contributions to this manuscript as a first author.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Posted December 05, 2022.
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A scoping review on the use of consumer-grade EEG devices for research
Joshua Sabio, Nikolas S Williams, Genevieve M McArthur, Nicholas A Badcock
bioRxiv 2022.12.04.519056; doi: https://doi.org/10.1101/2022.12.04.519056
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A scoping review on the use of consumer-grade EEG devices for research
Joshua Sabio, Nikolas S Williams, Genevieve M McArthur, Nicholas A Badcock
bioRxiv 2022.12.04.519056; doi: https://doi.org/10.1101/2022.12.04.519056

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