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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
Do Children with Phonological Delay Have Phonological Short-Term and Phonological Working Memory Deficits?
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Waring, Rebecca; Eadie, Patricia; Liow, Susan Rickard; Dodd, Barbara – Child Language Teaching and Therapy, 2017
While little is known about why children make speech errors, it has been hypothesized that cognitive-linguistic factors may underlie phonological speech sound disorders. This study compared the phonological short-term and phonological working memory abilities (using immediate memory tasks) and receptive vocabulary size of 14 monolingual preschool…
Descriptors: Short Term Memory, Foreign Countries, Delayed Speech, Phonology