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Predicting Language Difficulties in Middle Childhood from Early Developmental Milestones: A Comparison of Traditional Regression and Machine Learning Techniques
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Armstrong, Rebecca; Symons, Martyn; Scott, James G.; Arnott, Wendy L.; Copland, David A.; McMahon, Katie L.; Whitehouse, Andrew J. O. – Journal of Speech, Language, and Hearing Research, 2018
Purpose: The current study aimed to compare traditional logistic regression models with machine learning algorithms to investigate the predictive ability of (a) communication performance at 3 years old on language outcomes at 10 years old and (b) broader developmental skills (motor, social, and adaptive) at 3 years old on language outcomes at 10…
Descriptors: Foreign Countries, Regression (Statistics), Language Tests, Predictive Validity
Language Profiles and Literacy Outcomes of Children with Resolving, Emerging, or Persisting Language Impairments
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Snowling, Margaret J.; Duff, Fiona J.; Nash, Hannah M.; Hulme, Charles – Journal of Child Psychology and Psychiatry, 2016
Background: Children with language impairment (LI) show heterogeneity in development. We tracked children from pre-school to middle childhood to characterize three developmental trajectories: resolving, persisting and emerging LI. Methods: We analyzed data from children identified as having preschool LI, or being at family risk of dyslexia,…
Descriptors: Language Impairments, Child Development, Developmental Stages, At Risk Persons
Reading Skills of Students with Speech Sound Disorders at Three Stages of Literacy Development
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Skebo, Crysten M.; Lewis, Barbara A.; Freebairn, Lisa A.; Tag, Jessica; Ciesla, Allison Avrich; Stein, Catherine M. – Language, Speech, and Hearing Services in Schools, 2013
Purpose: The relationship between phonological awareness, overall language, vocabulary, and nonlinguistic cognitive skills to decoding and reading comprehension was examined for students at 3 stages of literacy development (i.e., early elementary school, middle school, and high school). Students with histories of speech sound disorders (SSD) with…
Descriptors: Phonological Awareness, Reading Skills, Language Skills, Vocabulary