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Eye-tracking as a proxy for coherence and complexity of texts

Reading is a complex cognitive process that involves primary oculomotor function and high-level activities like attention focus and language processing. When we read, our eyes move by primary physiological functions while responding to language-processing demands. In fact, the eyes perform discontin...

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Autores principales: Torres, Débora, Sena, Wagner R., Carmona, Humberto A., Moreira, André A., Makse, Hernán A., Andrade, José S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8668102/
https://www.ncbi.nlm.nih.gov/pubmed/34898624
http://dx.doi.org/10.1371/journal.pone.0260236
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author Torres, Débora
Sena, Wagner R.
Carmona, Humberto A.
Moreira, André A.
Makse, Hernán A.
Andrade, José S.
author_facet Torres, Débora
Sena, Wagner R.
Carmona, Humberto A.
Moreira, André A.
Makse, Hernán A.
Andrade, José S.
author_sort Torres, Débora
collection PubMed
description Reading is a complex cognitive process that involves primary oculomotor function and high-level activities like attention focus and language processing. When we read, our eyes move by primary physiological functions while responding to language-processing demands. In fact, the eyes perform discontinuous twofold movements, namely, successive long jumps (saccades) interposed by small steps (fixations) in which the gaze “scans” confined locations. It is only through the fixations that information is effectively captured for brain processing. Since individuals can express similar as well as entirely different opinions about a given text, it is therefore expected that the form, content and style of a text could induce different eye-movement patterns among people. A question that naturally arises is whether these individuals’ behaviours are correlated, so that eye-tracking while reading can be used as a proxy for text subjective properties. Here we perform a set of eye-tracking experiments with a group of individuals reading different types of texts, including children stories, random word generated texts and excerpts from literature work. In parallel, an extensive Internet survey was conducted for categorizing these texts in terms of their complexity and coherence, considering a large number of individuals selected according to different ages, gender and levels of education. The computational analysis of the fixation maps obtained from the gaze trajectories of the subjects for a given text reveals that the average “magnetization” of the fixation configurations correlates strongly with their complexity observed in the survey. Moreover, we perform a thermodynamic analysis using the Maximum-Entropy Model and find that coherent texts were closer to their corresponding “critical points” than non-coherent ones, as computed from the Pairwise Maximum-Entropy method, suggesting that different texts may induce distinct cohesive reading activities.
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spelling pubmed-86681022021-12-14 Eye-tracking as a proxy for coherence and complexity of texts Torres, Débora Sena, Wagner R. Carmona, Humberto A. Moreira, André A. Makse, Hernán A. Andrade, José S. PLoS One Research Article Reading is a complex cognitive process that involves primary oculomotor function and high-level activities like attention focus and language processing. When we read, our eyes move by primary physiological functions while responding to language-processing demands. In fact, the eyes perform discontinuous twofold movements, namely, successive long jumps (saccades) interposed by small steps (fixations) in which the gaze “scans” confined locations. It is only through the fixations that information is effectively captured for brain processing. Since individuals can express similar as well as entirely different opinions about a given text, it is therefore expected that the form, content and style of a text could induce different eye-movement patterns among people. A question that naturally arises is whether these individuals’ behaviours are correlated, so that eye-tracking while reading can be used as a proxy for text subjective properties. Here we perform a set of eye-tracking experiments with a group of individuals reading different types of texts, including children stories, random word generated texts and excerpts from literature work. In parallel, an extensive Internet survey was conducted for categorizing these texts in terms of their complexity and coherence, considering a large number of individuals selected according to different ages, gender and levels of education. The computational analysis of the fixation maps obtained from the gaze trajectories of the subjects for a given text reveals that the average “magnetization” of the fixation configurations correlates strongly with their complexity observed in the survey. Moreover, we perform a thermodynamic analysis using the Maximum-Entropy Model and find that coherent texts were closer to their corresponding “critical points” than non-coherent ones, as computed from the Pairwise Maximum-Entropy method, suggesting that different texts may induce distinct cohesive reading activities. Public Library of Science 2021-12-13 /pmc/articles/PMC8668102/ /pubmed/34898624 http://dx.doi.org/10.1371/journal.pone.0260236 Text en © 2021 Torres et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Torres, Débora
Sena, Wagner R.
Carmona, Humberto A.
Moreira, André A.
Makse, Hernán A.
Andrade, José S.
Eye-tracking as a proxy for coherence and complexity of texts
title Eye-tracking as a proxy for coherence and complexity of texts
title_full Eye-tracking as a proxy for coherence and complexity of texts
title_fullStr Eye-tracking as a proxy for coherence and complexity of texts
title_full_unstemmed Eye-tracking as a proxy for coherence and complexity of texts
title_short Eye-tracking as a proxy for coherence and complexity of texts
title_sort eye-tracking as a proxy for coherence and complexity of texts
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8668102/
https://www.ncbi.nlm.nih.gov/pubmed/34898624
http://dx.doi.org/10.1371/journal.pone.0260236
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