RADAR: A Novel Fast-Screening Method for Reading Difficulties with Special Focus on Dyslexia

TL;DR

RADAR is a quick, non-invasive eye-tracking based screening method that effectively distinguishes children with dyslexia from typical readers by analyzing their visual scanning patterns during reading.

Contribution

This study introduces RADAR, a novel eye-tracking based screening tool that reliably identifies dyslexia in children through stable, discriminative reading parameters.

Findings

Achieved 94.2% overall classification accuracy

High sensitivity (93.8%) and specificity (94.6%) in distinguishing dyslexic readers

Parameters stable under retest conditions and highly discriminative

Abstract

Dyslexia is a developmental learning disorder of single word reading accuracy and/or fluency, with compelling research directed towards understanding the contributions of the visual system. While dyslexia is not an oculomotor disease, readers with dyslexia have shown different eye movements than typically developing students during text reading. Readers with dyslexia exhibit longer and more frequent fixations, shorter saccade lengths, more backward refixations than typical readers. Furthermore, readers with dyslexia are known to have difficulty in reading long words, lower skipping rate of short words, and high gaze duration on many words. It is an open question whether it is possible to harness these distinctive oculomotor scanning patterns observed during reading in order to develop a screening tool that can reliably identify struggling readers, who may be candidates for dyslexia. Here, we introduce a novel, fast, objective, non-invasive method, named Rapid Assessment of Difficulties and Abnormalities in Reading (RADAR) that screens for features associated with the aberrant visual scanning of reading text seen in dyslexia. Eye tracking parameter measurements that are stable under retest and have high discriminative power, as indicated by their ROC curves, were obtained during silent text reading. These parameters were combined to derive a total reading score (TRS) that can reliably separate readers with dyslexia from typical readers. We tested TRS in a group of school-age children ranging from 8.5 to 12.5 years of age. TRS achieved 94.2% correct classification of children tested. Specifically, 35 out of 37 control (specificity 94.6%) and 30 out of 32 readers with dyslexia (sensitivity 93.8%) were classified correctly using RADAR, under a circular validation condition where the individual evaluated was not included in the test construction group.