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RADAR: A novel fast-screening method for reading difficulties with special focus on dyslexia

机译:雷达:一种新颖的快速阅读方法用于阅读困难特别是阅读障碍

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摘要

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 (receiver operating characteristic) 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 (see section /Total Reading Score) where the individual evaluated was not included in the test construction group. In conclusion, RADAR is a novel, automated, fast and reliable way to identify children at high risk of dyslexia that is amenable to large-scale screening. Moreover, analysis of eye movement parameters obtained with RADAR during reading will likely be useful for implementing individualized treatment strategies and for monitoring objectively the success of chosen interventions. We envision that it will be possible to use RADAR as a sensitive, objective, and quantitative first pass screen to identify individuals with reading disorders that manifest with abnormal oculomotor reading strategies, like dyslexia.
机译:阅读障碍是一种单字阅读准确性和/或流利性的发展性学习障碍,其引人注目的研究旨在理解视觉系统的作用。虽然阅读障碍不是动眼神经疾病,但阅读障碍的读者与文本阅读过程中通常发育的学生相比,眼动有所不同。与典型的阅读器相比,阅读障碍的读者表现出更长,更频繁的注视,较短的扫视长度,更向后的注视。此外,已知患有阅读障碍的读者难以阅读长单词,短单词的跳过率较低,许多单词的凝视时间较长。是否有可能利用在阅读过程中观察到的这些独特的动眼扫描模式,以开发一种筛选工具,从而能够可靠地识别挣扎的阅读者,他们可能是诵读困难的人。在这里,我们介绍一种新颖,快速,客观,非侵入性的方法,称为“阅读困难和异常快速评估”(RADAR),该方法可以筛选与阅读障碍症中出现的阅读文本异常视觉扫描相关的功能。在静默文本阅读过程中,获得了在重新测试下稳定且具有高判别力的眼动参数测量值(如其ROC(接收器工作特性)曲线所示)。将这些参数组合起来可以得出总阅读分数(TRS),可以将患有阅读障碍的阅读者与典型阅读者可靠地分开。我们在一组8.5至12.5岁的学龄儿童中测试了TRS。 TRS达到94.2%的被测儿童正确分类。具体来说,在循环验证条件下(见/总阅读分数),使用随机对照雷达正确分类了37名对照中的35名(特异性94.6%)和32名阅读障碍的30名读者(敏感性93.8%)(未见被评估者的正确分类)。包含在测试构建组中。总而言之,RADAR是一种新颖,自动化,快速且可靠的方法,可用于识别患有诵读困难症的高风险儿童,这种方式适合大规模筛查。此外,在阅读过程中用RADAR获得的眼动参数分析可能对实施个性化治疗策略和客观地监测所选干预措施的成功很有用。我们设想将RADAR用作灵敏,客观和定量的首过筛查方法,以识别具有异常动眼阅读策略(如诵读困难)的阅读障碍患者。

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