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

IF 5.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH International Journal of Stem Education Pub Date : 2023-01-01 Epub Date: 2023-03-26 DOI:10.1186/s40594-023-00414-x
Mikyung Shin, Min Wook Ok, Sam Choo, Gahangir Hossain, Diane P Bryant, Eunyoung Kang
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Abstract

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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对残疾学生数学教学中技术应用研究的内容分析:词网络和主题建模。
本研究旨在对有关残疾学生数学教学中技术应用的研究进行内容分析。我们对 1980 年至 2021 年间发表的 488 篇研究报告进行了词网络和结构主题建模。结果显示,"计算机 "和 "计算机辅助教学 "这两个词在 20 世纪 80 年代和 90 年代的中心度最高,而 "学习障碍 "则是 2000 年代和 2010 年代的另一个中心词。15 个主题的相关词概率也代表了不同教学实践中的技术使用、工具以及高发或低发残疾学生。1990 年、2000 年和 2010 年的分段线性回归结果显示,计算机辅助教学、软件、数学成绩、计算器和测试等主题呈下降趋势。尽管 20 世纪 80 年代的流行率有所波动,但对视觉材料、学习障碍、机器人、自我监控工具和单词问题解决教学主题的支持呈上升趋势,尤其是在 1990 年之后。一些研究课题,包括应用程序和听觉支持,自 1980 年以来课题比例逐渐增加。自 2010 年以来,分数教学、基于视觉的技术和教学顺序等主题的流行率呈上升趋势;在过去十年中,教学顺序主题的流行率呈显著上升趋势。
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来源期刊
International Journal of Stem Education
International Journal of Stem Education Social Sciences-Education
CiteScore
12.40
自引率
11.90%
发文量
68
审稿时长
13 weeks
期刊介绍: The International Journal of STEM Education is a multidisciplinary journal in subject-content education that focuses on the study of teaching and learning in science, technology, engineering, and mathematics (STEM). It is being established as a brand new, forward looking journal in the field of education. As a peer-reviewed journal, it is positioned to promote research and educational development in the rapidly evolving field of STEM education around the world.
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