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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
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