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Exploring the Machine Learning Paradigm in Determining Risk for Reading Disability
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Erbeli, Florina; He, Kai; Cheek, Connor; Rice, Marianne; Qian, Xiaoning – Scientific Studies of Reading, 2023
Purpose: Researchers have developed a constellation model of decodingrelated reading disabilities (RD) to improve the RD risk determination. The model's hallmark is its inclusion of various RD indicators to determine RD risk. Classification methods such as logistic regression (LR) might be one way to determine RD risk within the constellation…
Descriptors: At Risk Students, Reading Difficulties, Classification, Comparative Analysis
Early Response-to-Intervention Measures and Criteria as Predictors of Reading Disability in the Beginning of Third Grade
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Beach, Kristen D.; O'Connor, Rollanda E. – Journal of Learning Disabilities, 2015
We explored the usefulness of first and second grade reading measures and responsiveness criteria collected within a response-to-intervention (RtI) framework for predicting reading disability (RD) in third grade. We used existing data from 387 linguistically diverse students who had participated in a longitudinal RtI study. Model-based predictors…
Descriptors: Response to Intervention, Reading Difficulties, Predictor Variables, Criteria
Exploring Individual Differences in Irregular Word Recognition among Children with Early-Emerging and Late-Emerging Word Reading Difficulty
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Steacy, Laura M.; Kearns, Devin M.; Gilbert, Jennifer K.; Compton, Donald L.; Cho, Eunsoo; Lindstrom, Esther R.; Collins, Alyson A. – Journal of Educational Psychology, 2017
Models of irregular word reading that take into account both child- and word-level predictors have not been evaluated in typically developing children and children with reading difficulty (RD). The purpose of the present study was to model individual differences in irregular word reading ability among 5th grade children (N = 170), oversampled for…
Descriptors: Individual Differences, Word Recognition, Word Frequency, Predictor Variables
Early Response-to-Intervention Measures and Criteria as Predictors of Reading Disability in the Beginning of Third Grade
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Beach, Kristen D.; O'Connor, Rollanda E. – Grantee Submission, 2015
We explored the usefulness of 1st and 2nd grade reading measures and responsiveness criteria collected within a Response-to-Intervention (RtI) framework for predicting Reading Disability (RD) in 3rd grade. We used existing data from 387 linguistically diverse students who had participated in a longitudinal RtI study. Model-based predictors of RD…
Descriptors: Elementary School Students, Emergent Literacy, Reading Fluency, Reading Tests
Predictors of Responsiveness to Early Literacy Intervention: A 10-Year Update
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Lam, Elizabeth A.; McMaster, Kristen L. – Learning Disability Quarterly, 2014
The purpose of this review was to update previous reviews on factors related to students' responsiveness to early literacy intervention. The 14 studies in this synthesis used experimental designs, provided small-group or one-on-one reading interventions, and analyzed factors related to responsiveness to those interventions. Participants were…
Descriptors: Predictor Variables, Early Intervention, Emergent Literacy, Longitudinal Studies
Determining Language Dominance in English-Mandarin Bilinguals: Development of a Self-Report Classification Tool for Clinical Use
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Lim, Valerie P. C.; Rickard Liow, Susan J.; Lincoln, Michelle; Chan, Yiong, Huak; Onslow, Mark – Applied Psycholinguistics, 2008
In multilingual Asian communities, determining language dominance for clinical assessment and intervention is often complex. The aim of this study was to develop a self-report classification tool for identifying the dominant language in English-Mandarin bilinguals. Participants (N = 168) completed a questionnaire on language history and…
Descriptors: Language Dominance, Discriminant Analysis, Classification, Mandarin Chinese