Cargando…

On the feasibility of simple brain-computer interface systems for enabling children with severe physical disabilities to explore independent movement

INTRODUCTION: Children with severe physical disabilities are denied their fundamental right to move, restricting their development, independence, and participation in life. Brain-computer interfaces (BCIs) could enable children with complex physical needs to access power mobility (PM) devices, which...

Descripción completa

Detalles Bibliográficos
Autores principales: Floreani, Erica D., Rowley, Danette, Kelly, Dion, Kinney-Lang, Eli, Kirton, Adam
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9633669/
https://www.ncbi.nlm.nih.gov/pubmed/36337857
http://dx.doi.org/10.3389/fnhum.2022.1007199
_version_ 1784824286573232128
author Floreani, Erica D.
Rowley, Danette
Kelly, Dion
Kinney-Lang, Eli
Kirton, Adam
author_facet Floreani, Erica D.
Rowley, Danette
Kelly, Dion
Kinney-Lang, Eli
Kirton, Adam
author_sort Floreani, Erica D.
collection PubMed
description INTRODUCTION: Children with severe physical disabilities are denied their fundamental right to move, restricting their development, independence, and participation in life. Brain-computer interfaces (BCIs) could enable children with complex physical needs to access power mobility (PM) devices, which could help them move safely and independently. BCIs have been studied for PM control for adults but remain unexamined in children. In this study, we explored the feasibility of BCI-enabled PM control for children with severe physical disabilities, assessing BCI performance, standard PM skills and tolerability of BCI. MATERIALS AND METHODS: Patient-oriented pilot trial. Eight children with quadriplegic cerebral palsy attended two sessions where they used a simple, commercial-grade BCI system to activate a PM trainer device. Performance was assessed through controlled activation trials (holding the PM device still or activating it upon verbal and visual cueing), and basic PM skills (driving time, number of activations, stopping) were assessed through distance trials. Setup and calibration times, headset tolerability, workload, and patient/caregiver experience were also evaluated. RESULTS: All participants completed the study with favorable tolerability and no serious adverse events or technological challenges. Average control accuracy was 78.3 ± 12.1%, participants were more reliably able to activate (95.7 ± 11.3%) the device than hold still (62.1 ± 23.7%). Positive trends were observed between performance and prior BCI experience and age. Participants were able to drive the PM device continuously an average of 1.5 meters for 3.0 s. They were able to stop at a target 53.1 ± 23.3% of the time, with significant variability. Participants tolerated the headset well, experienced mild-to-moderate workload and setup/calibration times were found to be practical. Participants were proud of their performance and both participants and families were eager to participate in future power mobility sessions. DISCUSSION: BCI-enabled PM access appears feasible in disabled children based on evaluations of performance, tolerability, workload, and setup/calibration. Performance was comparable to existing pediatric BCI literature and surpasses established cut-off thresholds (70%) of “effective” BCI use. Participants exhibited PM skills that would categorize them as “emerging operational learners.” Continued exploration of BCI-enabled PM for children with severe physical disabilities is justified.
format Online
Article
Text
id pubmed-9633669
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-96336692022-11-05 On the feasibility of simple brain-computer interface systems for enabling children with severe physical disabilities to explore independent movement Floreani, Erica D. Rowley, Danette Kelly, Dion Kinney-Lang, Eli Kirton, Adam Front Hum Neurosci Neuroscience INTRODUCTION: Children with severe physical disabilities are denied their fundamental right to move, restricting their development, independence, and participation in life. Brain-computer interfaces (BCIs) could enable children with complex physical needs to access power mobility (PM) devices, which could help them move safely and independently. BCIs have been studied for PM control for adults but remain unexamined in children. In this study, we explored the feasibility of BCI-enabled PM control for children with severe physical disabilities, assessing BCI performance, standard PM skills and tolerability of BCI. MATERIALS AND METHODS: Patient-oriented pilot trial. Eight children with quadriplegic cerebral palsy attended two sessions where they used a simple, commercial-grade BCI system to activate a PM trainer device. Performance was assessed through controlled activation trials (holding the PM device still or activating it upon verbal and visual cueing), and basic PM skills (driving time, number of activations, stopping) were assessed through distance trials. Setup and calibration times, headset tolerability, workload, and patient/caregiver experience were also evaluated. RESULTS: All participants completed the study with favorable tolerability and no serious adverse events or technological challenges. Average control accuracy was 78.3 ± 12.1%, participants were more reliably able to activate (95.7 ± 11.3%) the device than hold still (62.1 ± 23.7%). Positive trends were observed between performance and prior BCI experience and age. Participants were able to drive the PM device continuously an average of 1.5 meters for 3.0 s. They were able to stop at a target 53.1 ± 23.3% of the time, with significant variability. Participants tolerated the headset well, experienced mild-to-moderate workload and setup/calibration times were found to be practical. Participants were proud of their performance and both participants and families were eager to participate in future power mobility sessions. DISCUSSION: BCI-enabled PM access appears feasible in disabled children based on evaluations of performance, tolerability, workload, and setup/calibration. Performance was comparable to existing pediatric BCI literature and surpasses established cut-off thresholds (70%) of “effective” BCI use. Participants exhibited PM skills that would categorize them as “emerging operational learners.” Continued exploration of BCI-enabled PM for children with severe physical disabilities is justified. Frontiers Media S.A. 2022-10-21 /pmc/articles/PMC9633669/ /pubmed/36337857 http://dx.doi.org/10.3389/fnhum.2022.1007199 Text en Copyright © 2022 Floreani, Rowley, Kelly, Kinney-Lang and Kirton. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Floreani, Erica D.
Rowley, Danette
Kelly, Dion
Kinney-Lang, Eli
Kirton, Adam
On the feasibility of simple brain-computer interface systems for enabling children with severe physical disabilities to explore independent movement
title On the feasibility of simple brain-computer interface systems for enabling children with severe physical disabilities to explore independent movement
title_full On the feasibility of simple brain-computer interface systems for enabling children with severe physical disabilities to explore independent movement
title_fullStr On the feasibility of simple brain-computer interface systems for enabling children with severe physical disabilities to explore independent movement
title_full_unstemmed On the feasibility of simple brain-computer interface systems for enabling children with severe physical disabilities to explore independent movement
title_short On the feasibility of simple brain-computer interface systems for enabling children with severe physical disabilities to explore independent movement
title_sort on the feasibility of simple brain-computer interface systems for enabling children with severe physical disabilities to explore independent movement
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9633669/
https://www.ncbi.nlm.nih.gov/pubmed/36337857
http://dx.doi.org/10.3389/fnhum.2022.1007199
work_keys_str_mv AT floreaniericad onthefeasibilityofsimplebraincomputerinterfacesystemsforenablingchildrenwithseverephysicaldisabilitiestoexploreindependentmovement
AT rowleydanette onthefeasibilityofsimplebraincomputerinterfacesystemsforenablingchildrenwithseverephysicaldisabilitiestoexploreindependentmovement
AT kellydion onthefeasibilityofsimplebraincomputerinterfacesystemsforenablingchildrenwithseverephysicaldisabilitiestoexploreindependentmovement
AT kinneylangeli onthefeasibilityofsimplebraincomputerinterfacesystemsforenablingchildrenwithseverephysicaldisabilitiestoexploreindependentmovement
AT kirtonadam onthefeasibilityofsimplebraincomputerinterfacesystemsforenablingchildrenwithseverephysicaldisabilitiestoexploreindependentmovement