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Automatic recognition of therapy progress among children with autism

The article presents a research study on recognizing therapy progress among children with autism spectrum disorder. The progress is recognized on the basis of behavioural data gathered via five specially designed tablet games. Over 180 distinct parameters are calculated on the basis of raw data deli...

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Autores principales: Kołakowska, Agata, Landowska, Agnieszka, Anzulewicz, Anna, Sobota, Krzysztof
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5655022/
https://www.ncbi.nlm.nih.gov/pubmed/29066747
http://dx.doi.org/10.1038/s41598-017-14209-y
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author Kołakowska, Agata
Landowska, Agnieszka
Anzulewicz, Anna
Sobota, Krzysztof
author_facet Kołakowska, Agata
Landowska, Agnieszka
Anzulewicz, Anna
Sobota, Krzysztof
author_sort Kołakowska, Agata
collection PubMed
description The article presents a research study on recognizing therapy progress among children with autism spectrum disorder. The progress is recognized on the basis of behavioural data gathered via five specially designed tablet games. Over 180 distinct parameters are calculated on the basis of raw data delivered via the game flow and tablet sensors - i.e. touch screen, accelerometer and gyroscope. The results obtained confirm the possibility of recognizing progress in particular areas of development. The recognition accuracy exceeds 80%. Moreover, the study identifies a subset of parameters which appear to be better predictors of therapy progress than others. The proposed method - consisting of data recording, parameter calculation formulas and prediction models - might be implemented in a tool to support both therapists and parents of autistic children. Such a tool might be used to monitor the course of the therapy, modify it and report its results.
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spelling pubmed-56550222017-10-31 Automatic recognition of therapy progress among children with autism Kołakowska, Agata Landowska, Agnieszka Anzulewicz, Anna Sobota, Krzysztof Sci Rep Article The article presents a research study on recognizing therapy progress among children with autism spectrum disorder. The progress is recognized on the basis of behavioural data gathered via five specially designed tablet games. Over 180 distinct parameters are calculated on the basis of raw data delivered via the game flow and tablet sensors - i.e. touch screen, accelerometer and gyroscope. The results obtained confirm the possibility of recognizing progress in particular areas of development. The recognition accuracy exceeds 80%. Moreover, the study identifies a subset of parameters which appear to be better predictors of therapy progress than others. The proposed method - consisting of data recording, parameter calculation formulas and prediction models - might be implemented in a tool to support both therapists and parents of autistic children. Such a tool might be used to monitor the course of the therapy, modify it and report its results. Nature Publishing Group UK 2017-10-24 /pmc/articles/PMC5655022/ /pubmed/29066747 http://dx.doi.org/10.1038/s41598-017-14209-y Text en © The Author(s) 2017 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
Kołakowska, Agata
Landowska, Agnieszka
Anzulewicz, Anna
Sobota, Krzysztof
Automatic recognition of therapy progress among children with autism
title Automatic recognition of therapy progress among children with autism
title_full Automatic recognition of therapy progress among children with autism
title_fullStr Automatic recognition of therapy progress among children with autism
title_full_unstemmed Automatic recognition of therapy progress among children with autism
title_short Automatic recognition of therapy progress among children with autism
title_sort automatic recognition of therapy progress among children with autism
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5655022/
https://www.ncbi.nlm.nih.gov/pubmed/29066747
http://dx.doi.org/10.1038/s41598-017-14209-y
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