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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
The Wrong Side of the Tracks: Starting School in a Socially Disadvantaged London Borough
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Alsford, Elizabeth; Ralephata, Andrew; Bolderson, Sarah; Curtin, Martina; Parish, Esther; Klaber, Victoria; Griffin, Sue; Nash, Lisa; Cullen, Rachel; Musoke, Brenda; Bhalla, Sangheeta; Walker, Lindsay; Duffer, Luisa; O'Sullivan, Sylvia; Knowland, Victoria; Cozens, Suzanne; McLaren, Lindsey; Camilleri, Bernard; Halil, Suzan; Furze, Rachael; Leung, Wai; O'Gorman, Ciara; Carver, Verity; Young, Dorothy; Pring, Tim – Child Language Teaching and Therapy, 2017
Substantial evidence exists that social circumstances can affect children's language development. As a result many children in socially deprived areas start school with delayed language, which may persist and adversely affect their attainment. We assessed the language of children in seven reception classes in a London (UK) borough and followed the…
Descriptors: Language Acquisition, English, Native Language, English (Second Language)