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Leveraging a multidimensional linguistic analysis of constructed responses produced by college readers

The goal of this study was to assess the relationships between computational approaches to analyzing constructed responses made during reading and individual differences in the foundational skills of reading in college readers. We also explored if these relationships were consistent across texts and...

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Autores principales: Magliano, Joseph P., Flynn, Lauren, Feller, Daniel P., McCarthy, Kathryn S., McNamara, Danielle S., Allen, Laura
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9402089/
https://www.ncbi.nlm.nih.gov/pubmed/36033023
http://dx.doi.org/10.3389/fpsyg.2022.936162
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author Magliano, Joseph P.
Flynn, Lauren
Feller, Daniel P.
McCarthy, Kathryn S.
McNamara, Danielle S.
Allen, Laura
author_facet Magliano, Joseph P.
Flynn, Lauren
Feller, Daniel P.
McCarthy, Kathryn S.
McNamara, Danielle S.
Allen, Laura
author_sort Magliano, Joseph P.
collection PubMed
description The goal of this study was to assess the relationships between computational approaches to analyzing constructed responses made during reading and individual differences in the foundational skills of reading in college readers. We also explored if these relationships were consistent across texts and samples collected at different institutions and texts. The study made use of archival data that involved college participants who produced typed constructed responses under thinking aloud instructions reading history and science texts. They also took assessments of vocabulary knowledge and proficiency in comprehension. The protocols were analyzed to assess two different ways to determine their cohesion. One approach involved assessing how readers established connections with themselves (i.e., to other constructed responses they produced). The other approach involved assessing connections between the constructed responses and the texts that were read. Additionally, the comparisons were made by assessing both lexical (i.e., word matching) and semantic (i.e., high dimensional semantic spaces) comparisons. The result showed that both approaches for analyzing cohesion and making the comparisons were correlated with vocabulary knowledge and comprehension proficiency. The implications of the results for theory and practice are discussed.
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spelling pubmed-94020892022-08-25 Leveraging a multidimensional linguistic analysis of constructed responses produced by college readers Magliano, Joseph P. Flynn, Lauren Feller, Daniel P. McCarthy, Kathryn S. McNamara, Danielle S. Allen, Laura Front Psychol Psychology The goal of this study was to assess the relationships between computational approaches to analyzing constructed responses made during reading and individual differences in the foundational skills of reading in college readers. We also explored if these relationships were consistent across texts and samples collected at different institutions and texts. The study made use of archival data that involved college participants who produced typed constructed responses under thinking aloud instructions reading history and science texts. They also took assessments of vocabulary knowledge and proficiency in comprehension. The protocols were analyzed to assess two different ways to determine their cohesion. One approach involved assessing how readers established connections with themselves (i.e., to other constructed responses they produced). The other approach involved assessing connections between the constructed responses and the texts that were read. Additionally, the comparisons were made by assessing both lexical (i.e., word matching) and semantic (i.e., high dimensional semantic spaces) comparisons. The result showed that both approaches for analyzing cohesion and making the comparisons were correlated with vocabulary knowledge and comprehension proficiency. The implications of the results for theory and practice are discussed. Frontiers Media S.A. 2022-08-10 /pmc/articles/PMC9402089/ /pubmed/36033023 http://dx.doi.org/10.3389/fpsyg.2022.936162 Text en Copyright © 2022 Magliano, Flynn, Feller, McCarthy, McNamara and Allen. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Magliano, Joseph P.
Flynn, Lauren
Feller, Daniel P.
McCarthy, Kathryn S.
McNamara, Danielle S.
Allen, Laura
Leveraging a multidimensional linguistic analysis of constructed responses produced by college readers
title Leveraging a multidimensional linguistic analysis of constructed responses produced by college readers
title_full Leveraging a multidimensional linguistic analysis of constructed responses produced by college readers
title_fullStr Leveraging a multidimensional linguistic analysis of constructed responses produced by college readers
title_full_unstemmed Leveraging a multidimensional linguistic analysis of constructed responses produced by college readers
title_short Leveraging a multidimensional linguistic analysis of constructed responses produced by college readers
title_sort leveraging a multidimensional linguistic analysis of constructed responses produced by college readers
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9402089/
https://www.ncbi.nlm.nih.gov/pubmed/36033023
http://dx.doi.org/10.3389/fpsyg.2022.936162
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