Screening for Dyslexia Using Eye Tracking during Reading.

Dyslexia is a neurodevelopmental reading disability estimated to affect 5-10% of the population. While there is yet no full understanding of the cause of dyslexia, or agreement on its precise definition, it is certain that many individuals suffer persistent problems in learning to read for no appare...

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Main Authors: Mattias Nilsson Benfatto, Gustaf Öqvist Seimyr, Jan Ygge, Tony Pansell, Agneta Rydberg, Christer Jacobson
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5147795?pdf=render
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spelling doaj-693bf4e06c624fb2af77f5b4390d787a2020-11-25T01:49:57ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-011112e016550810.1371/journal.pone.0165508Screening for Dyslexia Using Eye Tracking during Reading.Mattias Nilsson BenfattoGustaf Öqvist SeimyrJan YggeTony PansellAgneta RydbergChrister JacobsonDyslexia is a neurodevelopmental reading disability estimated to affect 5-10% of the population. While there is yet no full understanding of the cause of dyslexia, or agreement on its precise definition, it is certain that many individuals suffer persistent problems in learning to read for no apparent reason. Although it is generally agreed that early intervention is the best form of support for children with dyslexia, there is still a lack of efficient and objective means to help identify those at risk during the early years of school. Here we show that it is possible to identify 9-10 year old individuals at risk of persistent reading difficulties by using eye tracking during reading to probe the processes that underlie reading ability. In contrast to current screening methods, which rely on oral or written tests, eye tracking does not depend on the subject to produce some overt verbal response and thus provides a natural means to objectively assess the reading process as it unfolds in real-time. Our study is based on a sample of 97 high-risk subjects with early identified word decoding difficulties and a control group of 88 low-risk subjects. These subjects were selected from a larger population of 2165 school children attending second grade. Using predictive modeling and statistical resampling techniques, we develop classification models from eye tracking records less than one minute in duration and show that the models are able to differentiate high-risk subjects from low-risk subjects with high accuracy. Although dyslexia is fundamentally a language-based learning disability, our results suggest that eye movements in reading can be highly predictive of individual reading ability and that eye tracking can be an efficient means to identify children at risk of long-term reading difficulties.http://europepmc.org/articles/PMC5147795?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Mattias Nilsson Benfatto
Gustaf Öqvist Seimyr
Jan Ygge
Tony Pansell
Agneta Rydberg
Christer Jacobson
spellingShingle Mattias Nilsson Benfatto
Gustaf Öqvist Seimyr
Jan Ygge
Tony Pansell
Agneta Rydberg
Christer Jacobson
Screening for Dyslexia Using Eye Tracking during Reading.
PLoS ONE
author_facet Mattias Nilsson Benfatto
Gustaf Öqvist Seimyr
Jan Ygge
Tony Pansell
Agneta Rydberg
Christer Jacobson
author_sort Mattias Nilsson Benfatto
title Screening for Dyslexia Using Eye Tracking during Reading.
title_short Screening for Dyslexia Using Eye Tracking during Reading.
title_full Screening for Dyslexia Using Eye Tracking during Reading.
title_fullStr Screening for Dyslexia Using Eye Tracking during Reading.
title_full_unstemmed Screening for Dyslexia Using Eye Tracking during Reading.
title_sort screening for dyslexia using eye tracking during reading.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2016-01-01
description Dyslexia is a neurodevelopmental reading disability estimated to affect 5-10% of the population. While there is yet no full understanding of the cause of dyslexia, or agreement on its precise definition, it is certain that many individuals suffer persistent problems in learning to read for no apparent reason. Although it is generally agreed that early intervention is the best form of support for children with dyslexia, there is still a lack of efficient and objective means to help identify those at risk during the early years of school. Here we show that it is possible to identify 9-10 year old individuals at risk of persistent reading difficulties by using eye tracking during reading to probe the processes that underlie reading ability. In contrast to current screening methods, which rely on oral or written tests, eye tracking does not depend on the subject to produce some overt verbal response and thus provides a natural means to objectively assess the reading process as it unfolds in real-time. Our study is based on a sample of 97 high-risk subjects with early identified word decoding difficulties and a control group of 88 low-risk subjects. These subjects were selected from a larger population of 2165 school children attending second grade. Using predictive modeling and statistical resampling techniques, we develop classification models from eye tracking records less than one minute in duration and show that the models are able to differentiate high-risk subjects from low-risk subjects with high accuracy. Although dyslexia is fundamentally a language-based learning disability, our results suggest that eye movements in reading can be highly predictive of individual reading ability and that eye tracking can be an efficient means to identify children at risk of long-term reading difficulties.
url http://europepmc.org/articles/PMC5147795?pdf=render
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