Mikyung Shin, Min Wook Ok, Sam Choo, Gahangir Hossain, Diane P Bryant, Eunyoung Kang
{"title":"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。","authors":"Mikyung Shin, Min Wook Ok, Sam Choo, Gahangir Hossain, Diane P Bryant, Eunyoung Kang","doi":"10.1186/s40594-023-00414-x","DOIUrl":null,"url":null,"abstract":"<p><p>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 <i>computer-assisted instruction</i>, <i>software</i>, <i>mathematics achievement</i>, <i>calculators</i>, and <i>testing</i>. Despite some fluctuations in the prevalence in the 1980s, the <i>support for visual materials</i>, <i>learning disabilities</i>, <i>robotics</i>, <i>self-monitoring tools</i>, and <i>word problem-solving instruction</i> topics showed increasing trends, particularly after 1990. Some research topics, including <i>apps</i> and <i>auditory support,</i> have gradually increased in topic proportions since 1980. Topics including <i>fraction instruction</i>, <i>visual-based technology</i>, and <i>instructional sequence</i> have shown increasing prevalence since 2010; this increase was statistically significant for the <i>instructional sequence</i> topic over the past decade.</p>","PeriodicalId":48581,"journal":{"name":"International Journal of Stem Education","volume":"10 1","pages":"23"},"PeriodicalIF":5.6000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10039814/pdf/","citationCount":"0","resultStr":"{\"title\":\"A content analysis of research on technology use for teaching mathematics to students with disabilities: word networks and topic modeling.\",\"authors\":\"Mikyung Shin, Min Wook Ok, Sam Choo, Gahangir Hossain, Diane P Bryant, Eunyoung Kang\",\"doi\":\"10.1186/s40594-023-00414-x\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>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 <i>computer-assisted instruction</i>, <i>software</i>, <i>mathematics achievement</i>, <i>calculators</i>, and <i>testing</i>. 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Topics including <i>fraction instruction</i>, <i>visual-based technology</i>, and <i>instructional sequence</i> have shown increasing prevalence since 2010; this increase was statistically significant for the <i>instructional sequence</i> topic over the past decade.</p>\",\"PeriodicalId\":48581,\"journal\":{\"name\":\"International Journal of Stem Education\",\"volume\":\"10 1\",\"pages\":\"23\"},\"PeriodicalIF\":5.6000,\"publicationDate\":\"2023-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10039814/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Stem Education\",\"FirstCategoryId\":\"95\",\"ListUrlMain\":\"https://doi.org/10.1186/s40594-023-00414-x\",\"RegionNum\":1,\"RegionCategory\":\"教育学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2023/3/26 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"EDUCATION & EDUCATIONAL RESEARCH\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Stem Education","FirstCategoryId":"95","ListUrlMain":"https://doi.org/10.1186/s40594-023-00414-x","RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2023/3/26 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"EDUCATION & EDUCATIONAL RESEARCH","Score":null,"Total":0}
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-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.
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.