A multivariate randomized controlled experiment about the effects of mindfulness priming on EEG neurofeedback self-regulation serious games

Detalhes bibliográficos
Autor(a) principal: Costa, Nuno M. C. da
Data de Publicação: 2021
Outros Autores: Bicho, Estela, Ferreira, Flora José Rocha, Vilhena, Estela, Dias, Nuno S.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/1822/74526
Resumo: Neurofeedback training (NFT) is a technique often proposed to train brain activity SR with promising results. However, some criticism has been raised due to the lack of evaluation, reliability, and validation of its learning effects. The current work evaluates the hypothesis that SR learning may be improved by priming the subject before NFT with guided mindfulness meditation (MM). The proposed framework was tested in a two-way parallel-group randomized controlled intervention with a single session alpha NFT, in a simplistic serious game design. Sixty-two healthy naïve subjects, aged between 18 and 43 years, were divided into MM priming and no-priming groups. Although both the EG and CG successfully attained the up-regulation of alpha rhythms (<i>F</i>(1,59) = 20.67, <i>p</i> < 0.001, <i>η<sub>p</sub></i><sup>2</sup> = 0.26), the EG showed a significantly enhanced ability (<i>t</i>(29) = 4.38, <i>p</i> < 0.001) to control brain activity, compared to the CG (<i>t</i>(29) = 1.18, <i>p</i> > 0.1). Furthermore, EG superior performance on NFT seems to be explained by the subject’s lack of awareness at pre-intervention, less vigour at post-intervention, increased task engagement, and a relaxed non-judgemental attitude towards the NFT tasks. This study is a preliminary validation of the proposed assisted priming framework, advancing some implicit and explicit metrics about its efficacy on NFT performance, and a promising tool for improving naïve “users” self-regulation ability.
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spelling A multivariate randomized controlled experiment about the effects of mindfulness priming on EEG neurofeedback self-regulation serious gamesSelf-regulationAssisted NeurofeedbackNeurostimulationMindfulnessRandomizedSerious games BCIScience & TechnologyNeurofeedback training (NFT) is a technique often proposed to train brain activity SR with promising results. However, some criticism has been raised due to the lack of evaluation, reliability, and validation of its learning effects. The current work evaluates the hypothesis that SR learning may be improved by priming the subject before NFT with guided mindfulness meditation (MM). The proposed framework was tested in a two-way parallel-group randomized controlled intervention with a single session alpha NFT, in a simplistic serious game design. Sixty-two healthy naïve subjects, aged between 18 and 43 years, were divided into MM priming and no-priming groups. Although both the EG and CG successfully attained the up-regulation of alpha rhythms (<i>F</i>(1,59) = 20.67, <i>p</i> < 0.001, <i>η<sub>p</sub></i><sup>2</sup> = 0.26), the EG showed a significantly enhanced ability (<i>t</i>(29) = 4.38, <i>p</i> < 0.001) to control brain activity, compared to the CG (<i>t</i>(29) = 1.18, <i>p</i> > 0.1). Furthermore, EG superior performance on NFT seems to be explained by the subject’s lack of awareness at pre-intervention, less vigour at post-intervention, increased task engagement, and a relaxed non-judgemental attitude towards the NFT tasks. This study is a preliminary validation of the proposed assisted priming framework, advancing some implicit and explicit metrics about its efficacy on NFT performance, and a promising tool for improving naïve “users” self-regulation ability.This work is co-financed by the ERDF—European Regional Development Fund through the Operational Program for Competitiveness and Internationalisation—COMPETE 2020 (ref.: POCI01-0145-FEDER-007043; ref: POCI-01-0145-FEDER-007038), the North Portugal Regional Operational Program—NORTE 2020 (ref.: NORTE-01-0145-FEDER-000045) and by the Portuguese Foundation for Science and Technology – FCT under MIT Portugal (author Ph.D. grant ref.: PD/BD/114033/2015) and within the R&D Units Project Scope (ref.: UIDB/00319/2020).Multidisciplinary Digital Publishing Institute (MDPI)Universidade do MinhoCosta, Nuno M. C. daBicho, EstelaFerreira, Flora José RochaVilhena, EstelaDias, Nuno S.2021-08-222021-08-22T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/74526engda Costa, N.M.C.; Bicho, E.; Ferreira, F.; Vilhena, E.; Dias, N.S. A Multivariate Randomized Controlled Experiment about the Effects of Mindfulness Priming on EEG Neurofeedback Self-Regulation Serious Games. Appl. Sci. 2021, 11, 7725. https://doi.org/10.3390/app111677252076-341710.3390/app11167725https://www.mdpi.com/2076-3417/11/16/7725info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-07-21T12:26:47Zoai:repositorium.sdum.uminho.pt:1822/74526Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:21:16.807523Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv A multivariate randomized controlled experiment about the effects of mindfulness priming on EEG neurofeedback self-regulation serious games
title A multivariate randomized controlled experiment about the effects of mindfulness priming on EEG neurofeedback self-regulation serious games
spellingShingle A multivariate randomized controlled experiment about the effects of mindfulness priming on EEG neurofeedback self-regulation serious games
Costa, Nuno M. C. da
Self-regulation
Assisted Neurofeedback
Neurostimulation
Mindfulness
Randomized
Serious games BCI
Science & Technology
title_short A multivariate randomized controlled experiment about the effects of mindfulness priming on EEG neurofeedback self-regulation serious games
title_full A multivariate randomized controlled experiment about the effects of mindfulness priming on EEG neurofeedback self-regulation serious games
title_fullStr A multivariate randomized controlled experiment about the effects of mindfulness priming on EEG neurofeedback self-regulation serious games
title_full_unstemmed A multivariate randomized controlled experiment about the effects of mindfulness priming on EEG neurofeedback self-regulation serious games
title_sort A multivariate randomized controlled experiment about the effects of mindfulness priming on EEG neurofeedback self-regulation serious games
author Costa, Nuno M. C. da
author_facet Costa, Nuno M. C. da
Bicho, Estela
Ferreira, Flora José Rocha
Vilhena, Estela
Dias, Nuno S.
author_role author
author2 Bicho, Estela
Ferreira, Flora José Rocha
Vilhena, Estela
Dias, Nuno S.
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Costa, Nuno M. C. da
Bicho, Estela
Ferreira, Flora José Rocha
Vilhena, Estela
Dias, Nuno S.
dc.subject.por.fl_str_mv Self-regulation
Assisted Neurofeedback
Neurostimulation
Mindfulness
Randomized
Serious games BCI
Science & Technology
topic Self-regulation
Assisted Neurofeedback
Neurostimulation
Mindfulness
Randomized
Serious games BCI
Science & Technology
description Neurofeedback training (NFT) is a technique often proposed to train brain activity SR with promising results. However, some criticism has been raised due to the lack of evaluation, reliability, and validation of its learning effects. The current work evaluates the hypothesis that SR learning may be improved by priming the subject before NFT with guided mindfulness meditation (MM). The proposed framework was tested in a two-way parallel-group randomized controlled intervention with a single session alpha NFT, in a simplistic serious game design. Sixty-two healthy naïve subjects, aged between 18 and 43 years, were divided into MM priming and no-priming groups. Although both the EG and CG successfully attained the up-regulation of alpha rhythms (<i>F</i>(1,59) = 20.67, <i>p</i> < 0.001, <i>η<sub>p</sub></i><sup>2</sup> = 0.26), the EG showed a significantly enhanced ability (<i>t</i>(29) = 4.38, <i>p</i> < 0.001) to control brain activity, compared to the CG (<i>t</i>(29) = 1.18, <i>p</i> > 0.1). Furthermore, EG superior performance on NFT seems to be explained by the subject’s lack of awareness at pre-intervention, less vigour at post-intervention, increased task engagement, and a relaxed non-judgemental attitude towards the NFT tasks. This study is a preliminary validation of the proposed assisted priming framework, advancing some implicit and explicit metrics about its efficacy on NFT performance, and a promising tool for improving naïve “users” self-regulation ability.
publishDate 2021
dc.date.none.fl_str_mv 2021-08-22
2021-08-22T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1822/74526
url http://hdl.handle.net/1822/74526
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv da Costa, N.M.C.; Bicho, E.; Ferreira, F.; Vilhena, E.; Dias, N.S. A Multivariate Randomized Controlled Experiment about the Effects of Mindfulness Priming on EEG Neurofeedback Self-Regulation Serious Games. Appl. Sci. 2021, 11, 7725. https://doi.org/10.3390/app11167725
2076-3417
10.3390/app11167725
https://www.mdpi.com/2076-3417/11/16/7725
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute (MDPI)
publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute (MDPI)
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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