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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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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. |
format | Online Article Text |
id | pubmed-5655022 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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