Predictive modeling of parafoveal information processing during reading

Abstract 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...

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Autores principales: Stefan Seelig, Sarah Risse, Ralf Engbert
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Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/65cecbb4f3d041d6a996ddc7505df49a
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spelling oai:doaj.org-article:65cecbb4f3d041d6a996ddc7505df49a2021-12-02T17:45:21ZPredictive modeling of parafoveal information processing during reading10.1038/s41598-021-92140-z2045-2322https://doaj.org/article/65cecbb4f3d041d6a996ddc7505df49a2021-06-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-92140-zhttps://doaj.org/toc/2045-2322Abstract 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.Stefan SeeligSarah RisseRalf EngbertNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-9 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Stefan Seelig
Sarah Risse
Ralf Engbert
Predictive modeling of parafoveal information processing during reading
description Abstract 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.
format article
author Stefan Seelig
Sarah Risse
Ralf Engbert
author_facet Stefan Seelig
Sarah Risse
Ralf Engbert
author_sort Stefan Seelig
title Predictive modeling of parafoveal information processing during reading
title_short 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_sort predictive modeling of parafoveal information processing during reading
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/65cecbb4f3d041d6a996ddc7505df49a
work_keys_str_mv AT stefanseelig predictivemodelingofparafovealinformationprocessingduringreading
AT sarahrisse predictivemodelingofparafovealinformationprocessingduringreading
AT ralfengbert predictivemodelingofparafovealinformationprocessingduringreading
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