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Exploratory study examining the at-home feasibility of a wearable tool for social-affective learning in children with autism

Although standard behavioral interventions for autism spectrum disorder (ASD) are effective therapies for social deficits, they face criticism for being time-intensive and overdependent on specialists. Earlier starting age of therapy is a strong predictor of later success, but waitlists for therapie...

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Autores principales: Daniels, Jena, Schwartz, Jessey N., Voss, Catalin, Haber, Nick, Fazel, Azar, Kline, Aaron, Washington, Peter, Feinstein, Carl, Winograd, Terry, Wall, Dennis P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6550272/
https://www.ncbi.nlm.nih.gov/pubmed/31304314
http://dx.doi.org/10.1038/s41746-018-0035-3
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author Daniels, Jena
Schwartz, Jessey N.
Voss, Catalin
Haber, Nick
Fazel, Azar
Kline, Aaron
Washington, Peter
Feinstein, Carl
Winograd, Terry
Wall, Dennis P.
author_facet Daniels, Jena
Schwartz, Jessey N.
Voss, Catalin
Haber, Nick
Fazel, Azar
Kline, Aaron
Washington, Peter
Feinstein, Carl
Winograd, Terry
Wall, Dennis P.
author_sort Daniels, Jena
collection PubMed
description Although standard behavioral interventions for autism spectrum disorder (ASD) are effective therapies for social deficits, they face criticism for being time-intensive and overdependent on specialists. Earlier starting age of therapy is a strong predictor of later success, but waitlists for therapies can be 18 months long. To address these complications, we developed Superpower Glass, a machine-learning-assisted software system that runs on Google Glass and an Android smartphone, designed for use during social interactions. This pilot exploratory study examines our prototype tool’s potential for social-affective learning for children with autism. We sent our tool home with 14 families and assessed changes from intake to conclusion through the Social Responsiveness Scale (SRS-2), a facial affect recognition task (EGG), and qualitative parent reports. A repeated-measures one-way ANOVA demonstrated a decrease in SRS-2 total scores by an average 7.14 points (F(1,13) = 33.20, p = <.001, higher scores indicate higher ASD severity). EGG scores also increased by an average 9.55 correct responses (F(1,10) = 11.89, p = <.01). Parents reported increased eye contact and greater social acuity. This feasibility study supports using mobile technologies for potential therapeutic purposes.
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spelling pubmed-65502722019-07-12 Exploratory study examining the at-home feasibility of a wearable tool for social-affective learning in children with autism Daniels, Jena Schwartz, Jessey N. Voss, Catalin Haber, Nick Fazel, Azar Kline, Aaron Washington, Peter Feinstein, Carl Winograd, Terry Wall, Dennis P. NPJ Digit Med Article Although standard behavioral interventions for autism spectrum disorder (ASD) are effective therapies for social deficits, they face criticism for being time-intensive and overdependent on specialists. Earlier starting age of therapy is a strong predictor of later success, but waitlists for therapies can be 18 months long. To address these complications, we developed Superpower Glass, a machine-learning-assisted software system that runs on Google Glass and an Android smartphone, designed for use during social interactions. This pilot exploratory study examines our prototype tool’s potential for social-affective learning for children with autism. We sent our tool home with 14 families and assessed changes from intake to conclusion through the Social Responsiveness Scale (SRS-2), a facial affect recognition task (EGG), and qualitative parent reports. A repeated-measures one-way ANOVA demonstrated a decrease in SRS-2 total scores by an average 7.14 points (F(1,13) = 33.20, p = <.001, higher scores indicate higher ASD severity). EGG scores also increased by an average 9.55 correct responses (F(1,10) = 11.89, p = <.01). Parents reported increased eye contact and greater social acuity. This feasibility study supports using mobile technologies for potential therapeutic purposes. Nature Publishing Group UK 2018-08-02 /pmc/articles/PMC6550272/ /pubmed/31304314 http://dx.doi.org/10.1038/s41746-018-0035-3 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Daniels, Jena
Schwartz, Jessey N.
Voss, Catalin
Haber, Nick
Fazel, Azar
Kline, Aaron
Washington, Peter
Feinstein, Carl
Winograd, Terry
Wall, Dennis P.
Exploratory study examining the at-home feasibility of a wearable tool for social-affective learning in children with autism
title Exploratory study examining the at-home feasibility of a wearable tool for social-affective learning in children with autism
title_full Exploratory study examining the at-home feasibility of a wearable tool for social-affective learning in children with autism
title_fullStr Exploratory study examining the at-home feasibility of a wearable tool for social-affective learning in children with autism
title_full_unstemmed Exploratory study examining the at-home feasibility of a wearable tool for social-affective learning in children with autism
title_short Exploratory study examining the at-home feasibility of a wearable tool for social-affective learning in children with autism
title_sort exploratory study examining the at-home feasibility of a wearable tool for social-affective learning in children with autism
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6550272/
https://www.ncbi.nlm.nih.gov/pubmed/31304314
http://dx.doi.org/10.1038/s41746-018-0035-3
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