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A content analysis of research on technology use for teaching mathematics to students with disabilities: word networks and topic modeling

The purpose of this study was to conduct a content analysis of research on technology use for teaching mathematics to students with disabilities. We applied word networks and structural topic modeling of 488 studies published from 1980 to 2021. Results showed that the words “computer” and “computer-...

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Autores principales: Shin, Mikyung, Ok, Min Wook, Choo, Sam, Hossain, Gahangir, Bryant, Diane P., Kang, Eunyoung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10039814/
https://www.ncbi.nlm.nih.gov/pubmed/37009060
http://dx.doi.org/10.1186/s40594-023-00414-x
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author Shin, Mikyung
Ok, Min Wook
Choo, Sam
Hossain, Gahangir
Bryant, Diane P.
Kang, Eunyoung
author_facet Shin, Mikyung
Ok, Min Wook
Choo, Sam
Hossain, Gahangir
Bryant, Diane P.
Kang, Eunyoung
author_sort Shin, Mikyung
collection PubMed
description The purpose of this study was to conduct a content analysis of research on technology use for teaching mathematics to students with disabilities. We applied word networks and structural topic modeling of 488 studies published from 1980 to 2021. Results showed that the words “computer” and “computer-assisted instruction” had the highest degree of centrality in the 1980s and 1990s, and “learning disability” was another central word in the 2000s and 2010s. The associated word probability for 15 topics also represented technology use within different instructional practices, tools, and students with either high- or low-incidence disabilities. A piecewise linear regression with knots in 1990, 2000, and 2010 demonstrated decreasing trends for the topics of computer-assisted instruction, software, mathematics achievement, calculators, and testing. Despite some fluctuations in the prevalence in the 1980s, the support for visual materials, learning disabilities, robotics, self-monitoring tools, and word problem-solving instruction topics showed increasing trends, particularly after 1990. Some research topics, including apps and auditory support, have gradually increased in topic proportions since 1980. Topics including fraction instruction, visual-based technology, and instructional sequence have shown increasing prevalence since 2010; this increase was statistically significant for the instructional sequence topic over the past decade.
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spelling pubmed-100398142023-03-27 A content analysis of research on technology use for teaching mathematics to students with disabilities: word networks and topic modeling Shin, Mikyung Ok, Min Wook Choo, Sam Hossain, Gahangir Bryant, Diane P. Kang, Eunyoung Int J STEM Educ Review The purpose of this study was to conduct a content analysis of research on technology use for teaching mathematics to students with disabilities. We applied word networks and structural topic modeling of 488 studies published from 1980 to 2021. Results showed that the words “computer” and “computer-assisted instruction” had the highest degree of centrality in the 1980s and 1990s, and “learning disability” was another central word in the 2000s and 2010s. The associated word probability for 15 topics also represented technology use within different instructional practices, tools, and students with either high- or low-incidence disabilities. A piecewise linear regression with knots in 1990, 2000, and 2010 demonstrated decreasing trends for the topics of computer-assisted instruction, software, mathematics achievement, calculators, and testing. Despite some fluctuations in the prevalence in the 1980s, the support for visual materials, learning disabilities, robotics, self-monitoring tools, and word problem-solving instruction topics showed increasing trends, particularly after 1990. Some research topics, including apps and auditory support, have gradually increased in topic proportions since 1980. Topics including fraction instruction, visual-based technology, and instructional sequence have shown increasing prevalence since 2010; this increase was statistically significant for the instructional sequence topic over the past decade. Springer International Publishing 2023-03-26 2023 /pmc/articles/PMC10039814/ /pubmed/37009060 http://dx.doi.org/10.1186/s40594-023-00414-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Review
Shin, Mikyung
Ok, Min Wook
Choo, Sam
Hossain, Gahangir
Bryant, Diane P.
Kang, Eunyoung
A content analysis of research on technology use for teaching mathematics to students with disabilities: word networks and topic modeling
title A content analysis of research on technology use for teaching mathematics to students with disabilities: word networks and topic modeling
title_full A content analysis of research on technology use for teaching mathematics to students with disabilities: word networks and topic modeling
title_fullStr A content analysis of research on technology use for teaching mathematics to students with disabilities: word networks and topic modeling
title_full_unstemmed A content analysis of research on technology use for teaching mathematics to students with disabilities: word networks and topic modeling
title_short A content analysis of research on technology use for teaching mathematics to students with disabilities: word networks and topic modeling
title_sort content analysis of research on technology use for teaching mathematics to students with disabilities: word networks and topic modeling
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10039814/
https://www.ncbi.nlm.nih.gov/pubmed/37009060
http://dx.doi.org/10.1186/s40594-023-00414-x
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