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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Main Authors: Stefan Seelig, Sarah Risse, Ralf Engbert
Format: Article
Language:English
Published: Nature Publishing Group 2021-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-92140-z
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spelling doaj-65cecbb4f3d041d6a996ddc7505df49a2021-06-27T11:32:49ZengNature Publishing GroupScientific Reports2045-23222021-06-011111910.1038/s41598-021-92140-zPredictive modeling of parafoveal information processing during readingStefan Seelig0Sarah Risse1Ralf Engbert2Department of Psychology, University of PotsdamDepartment of Psychology, University of PotsdamDepartment of Psychology, University of PotsdamAbstract 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.https://doi.org/10.1038/s41598-021-92140-z
collection DOAJ
language English
format Article
sources DOAJ
author Stefan Seelig
Sarah Risse
Ralf Engbert
spellingShingle Stefan Seelig
Sarah Risse
Ralf Engbert
Predictive modeling of parafoveal information processing during reading
Scientific Reports
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 Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-06-01
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.
url https://doi.org/10.1038/s41598-021-92140-z
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