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From eye movements to scanpath networks: A method for studying individual differences in expository text reading
Eye movements have been examined as an index of attention and comprehension during reading in the literature for over 30 years. Although eye-movement measurements are acknowledged as reliable indicators of readers’ comprehension skill, few studies have analyzed eye-movement patterns using network sc...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10027820/ https://www.ncbi.nlm.nih.gov/pubmed/35445941 http://dx.doi.org/10.3758/s13428-022-01842-3 |
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author | Ma, Xiaochuan Liu, Yikang Clariana, Roy Gu, Chanyuan Li, Ping |
author_facet | Ma, Xiaochuan Liu, Yikang Clariana, Roy Gu, Chanyuan Li, Ping |
author_sort | Ma, Xiaochuan |
collection | PubMed |
description | Eye movements have been examined as an index of attention and comprehension during reading in the literature for over 30 years. Although eye-movement measurements are acknowledged as reliable indicators of readers’ comprehension skill, few studies have analyzed eye-movement patterns using network science. In this study, we offer a new approach to analyze eye-movement data. Specifically, we recorded visual scanpaths when participants were reading expository science text, and used these to construct scanpath networks that reflect readers’ processing of the text. Results showed that low ability and high ability readers’ scanpath networks exhibited distinctive properties, which are reflected in different network metrics including density, centrality, small-worldness, transitivity, and global efficiency. Such patterns provide a new way to show how skilled readers, as compared with less skilled readers, process information more efficiently. Implications of our analyses are discussed in light of current theories of reading comprehension. |
format | Online Article Text |
id | pubmed-10027820 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-100278202023-03-22 From eye movements to scanpath networks: A method for studying individual differences in expository text reading Ma, Xiaochuan Liu, Yikang Clariana, Roy Gu, Chanyuan Li, Ping Behav Res Methods Article Eye movements have been examined as an index of attention and comprehension during reading in the literature for over 30 years. Although eye-movement measurements are acknowledged as reliable indicators of readers’ comprehension skill, few studies have analyzed eye-movement patterns using network science. In this study, we offer a new approach to analyze eye-movement data. Specifically, we recorded visual scanpaths when participants were reading expository science text, and used these to construct scanpath networks that reflect readers’ processing of the text. Results showed that low ability and high ability readers’ scanpath networks exhibited distinctive properties, which are reflected in different network metrics including density, centrality, small-worldness, transitivity, and global efficiency. Such patterns provide a new way to show how skilled readers, as compared with less skilled readers, process information more efficiently. Implications of our analyses are discussed in light of current theories of reading comprehension. Springer US 2022-04-20 2023 /pmc/articles/PMC10027820/ /pubmed/35445941 http://dx.doi.org/10.3758/s13428-022-01842-3 Text en © The Author(s) 2022 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 | Article Ma, Xiaochuan Liu, Yikang Clariana, Roy Gu, Chanyuan Li, Ping From eye movements to scanpath networks: A method for studying individual differences in expository text reading |
title | From eye movements to scanpath networks: A method for studying individual differences in expository text reading |
title_full | From eye movements to scanpath networks: A method for studying individual differences in expository text reading |
title_fullStr | From eye movements to scanpath networks: A method for studying individual differences in expository text reading |
title_full_unstemmed | From eye movements to scanpath networks: A method for studying individual differences in expository text reading |
title_short | From eye movements to scanpath networks: A method for studying individual differences in expository text reading |
title_sort | from eye movements to scanpath networks: a method for studying individual differences in expository text reading |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10027820/ https://www.ncbi.nlm.nih.gov/pubmed/35445941 http://dx.doi.org/10.3758/s13428-022-01842-3 |
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