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Predictive modeling of parafoveal information processing during reading

Skilled reading requires information processing of the fixated and the not-yet-fixated words to generate precise control of gaze. Over the last 30 years, experimental research provided evidence that word processing is distributed across the perceptual span, which permits recognition of the fixated (...

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Autores principales: Seelig, Stefan, Risse, Sarah, Engbert, Ralf
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8217250/
https://www.ncbi.nlm.nih.gov/pubmed/34155248
http://dx.doi.org/10.1038/s41598-021-92140-z
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author Seelig, Stefan
Risse, Sarah
Engbert, Ralf
author_facet Seelig, Stefan
Risse, Sarah
Engbert, Ralf
author_sort Seelig, Stefan
collection PubMed
description Skilled reading requires information processing of the fixated and the not-yet-fixated words to generate precise control of gaze. Over the last 30 years, experimental research provided evidence that word processing is distributed across the perceptual span, which permits recognition of the fixated (foveal) word as well as preview of parafoveal words to the right of fixation. However, theoretical models have been unable to differentiate the specific influences of foveal and parafoveal information on saccade control. Here we show how parafoveal word difficulty modulates spatial and temporal control of gaze in a computational model to reproduce experimental results. In a fully Bayesian framework, we estimated model parameters for different models of parafoveal processing and carried out large-scale predictive simulations and model comparisons for a gaze-contingent reading experiment. We conclude that mathematical modeling of data from gaze-contingent experiments permits the precise identification of pathways from parafoveal information processing to gaze control, uncovering potential mechanisms underlying the parafoveal contribution to eye-movement control.
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spelling pubmed-82172502021-06-22 Predictive modeling of parafoveal information processing during reading Seelig, Stefan Risse, Sarah Engbert, Ralf Sci Rep Article Skilled reading requires information processing of the fixated and the not-yet-fixated words to generate precise control of gaze. Over the last 30 years, experimental research provided evidence that word processing is distributed across the perceptual span, which permits recognition of the fixated (foveal) word as well as preview of parafoveal words to the right of fixation. However, theoretical models have been unable to differentiate the specific influences of foveal and parafoveal information on saccade control. Here we show how parafoveal word difficulty modulates spatial and temporal control of gaze in a computational model to reproduce experimental results. In a fully Bayesian framework, we estimated model parameters for different models of parafoveal processing and carried out large-scale predictive simulations and model comparisons for a gaze-contingent reading experiment. We conclude that mathematical modeling of data from gaze-contingent experiments permits the precise identification of pathways from parafoveal information processing to gaze control, uncovering potential mechanisms underlying the parafoveal contribution to eye-movement control. Nature Publishing Group UK 2021-06-21 /pmc/articles/PMC8217250/ /pubmed/34155248 http://dx.doi.org/10.1038/s41598-021-92140-z Text en © The Author(s) 2021 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
Seelig, Stefan
Risse, Sarah
Engbert, Ralf
Predictive modeling of parafoveal information processing during reading
title Predictive modeling of parafoveal information processing during reading
title_full Predictive modeling of parafoveal information processing during reading
title_fullStr Predictive modeling of parafoveal information processing during reading
title_full_unstemmed Predictive modeling of parafoveal information processing during reading
title_short Predictive modeling of parafoveal information processing during reading
title_sort predictive modeling of parafoveal information processing during reading
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8217250/
https://www.ncbi.nlm.nih.gov/pubmed/34155248
http://dx.doi.org/10.1038/s41598-021-92140-z
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