Single-channel EEG measurement of engagement in virtual rehabilitation : A validation study
Journal article
Rogers, Jeffrey M., Jensen, Jenny, Valderrama, Joaquin T., Johnstone, Stuart J. and Wilson, Peter H.. (2020). Single-channel EEG measurement of engagement in virtual rehabilitation : A validation study. Virtual Reality. 25(2), pp. 357-366. https://doi.org/10.1007/s10055-020-00460-8
Authors | Rogers, Jeffrey M., Jensen, Jenny, Valderrama, Joaquin T., Johnstone, Stuart J. and Wilson, Peter H. |
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Abstract | Stroke rehabilitation suffers from low levels of patient engagement, impeding recovery. Virtual rehabilitation (VR) approaches can improve patient outcomes; however, there is limited understanding of the participant’s user experience and the field lacks a validated, objective measure of VR engagement. A neurophysiological measure of engagement in healthy adults was therefore examined, to inform future clinical studies. Twenty-four participants (Mage 26.7 years, range 18–47) interacted with a tabletop VR system (Elements DNA, or EDNA), after which they rated their experience on the presence questionnaire (PQ). Separately, participants completed tasks eliciting low (resting eyes-open and -closed) and high (EDNA VR and roller coaster simulation) levels of engagement while continuous electroencephalogram (EEG) was recorded from a single, left pre-frontal electrode. EEG differences between the resting and simulation conditions included an increase in theta power (p < 0.01) and a decrease in alpha power (p < 0.01). Importantly, theta power in simulation conditions correlated with PQ scores expressing the hands-on EDNA VR experience (rs = 0.38–0.48). In conclusion, the current results provide proof of concept that increased frontal theta power in healthy adults provides a valid measure of user engagement in VR simulation and participation. As the practical potential of VR is increasingly realised in stroke rehabilitation, objective EEG-based measures of engagement may provide a convenient and sensitive technique to assist in evaluating these interventions. |
Keywords | engagement; presence; electroencephalogram; rehabilitation; virtual reality |
Year | 2020 |
Journal | Virtual Reality |
Journal citation | 25 (2), pp. 357-366 |
Publisher | Springer |
ISSN | 1359-4338 |
Digital Object Identifier (DOI) | https://doi.org/10.1007/s10055-020-00460-8 |
Scopus EID | 2-s2.0-85088394226 |
Research or scholarly | Research |
Page range | 357-366 |
Publisher's version | License All rights reserved File Access Level Controlled |
Output status | Published |
Publication dates | |
Online | 22 Jul 2020 |
Publication process dates | |
Accepted | 11 Jul 2020 |
Deposited | 18 Aug 2021 |
https://acuresearchbank.acu.edu.au/item/8w9v6/single-channel-eeg-measurement-of-engagement-in-virtual-rehabilitation-a-validation-study
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