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Predicting Reading Comprehension from Constructed Responses: Explanatory Retrievals as Stealth Assessment
Open-ended constructed responses promote deeper processing of course materials. Further, evaluation of these explanations can yield important information about students’ cognition. This study examined how students’ constructed responses, generated at different points during learning, relate to their...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7334719/ http://dx.doi.org/10.1007/978-3-030-52240-7_36 |
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author | McCarthy, Kathryn S. Allen, Laura K. Hinze, Scott R. |
author_facet | McCarthy, Kathryn S. Allen, Laura K. Hinze, Scott R. |
author_sort | McCarthy, Kathryn S. |
collection | PubMed |
description | Open-ended constructed responses promote deeper processing of course materials. Further, evaluation of these explanations can yield important information about students’ cognition. This study examined how students’ constructed responses, generated at different points during learning, relate to their later comprehension outcomes. College students (N = 75) produced self-explanations during reading and explanatory retrievals after reading. The Constructed Response Assessment Tool (CRAT) was used to analyze these responses across multiple dimensions of language and relate these textual features to comprehension performance. Results indicate that the linguistic features of post-reading explanatory retrievals were more predictive of comprehension outcomes than self-explanations. Further, these models relied on different indices to predict performance. |
format | Online Article Text |
id | pubmed-7334719 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-73347192020-07-06 Predicting Reading Comprehension from Constructed Responses: Explanatory Retrievals as Stealth Assessment McCarthy, Kathryn S. Allen, Laura K. Hinze, Scott R. Artificial Intelligence in Education Article Open-ended constructed responses promote deeper processing of course materials. Further, evaluation of these explanations can yield important information about students’ cognition. This study examined how students’ constructed responses, generated at different points during learning, relate to their later comprehension outcomes. College students (N = 75) produced self-explanations during reading and explanatory retrievals after reading. The Constructed Response Assessment Tool (CRAT) was used to analyze these responses across multiple dimensions of language and relate these textual features to comprehension performance. Results indicate that the linguistic features of post-reading explanatory retrievals were more predictive of comprehension outcomes than self-explanations. Further, these models relied on different indices to predict performance. 2020-06-10 /pmc/articles/PMC7334719/ http://dx.doi.org/10.1007/978-3-030-52240-7_36 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article McCarthy, Kathryn S. Allen, Laura K. Hinze, Scott R. Predicting Reading Comprehension from Constructed Responses: Explanatory Retrievals as Stealth Assessment |
title | Predicting Reading Comprehension from Constructed Responses: Explanatory Retrievals as Stealth Assessment |
title_full | Predicting Reading Comprehension from Constructed Responses: Explanatory Retrievals as Stealth Assessment |
title_fullStr | Predicting Reading Comprehension from Constructed Responses: Explanatory Retrievals as Stealth Assessment |
title_full_unstemmed | Predicting Reading Comprehension from Constructed Responses: Explanatory Retrievals as Stealth Assessment |
title_short | Predicting Reading Comprehension from Constructed Responses: Explanatory Retrievals as Stealth Assessment |
title_sort | predicting reading comprehension from constructed responses: explanatory retrievals as stealth assessment |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7334719/ http://dx.doi.org/10.1007/978-3-030-52240-7_36 |
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