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Optimizing Cross-Sectional Prediction of Social Functioning in Youth Referred for Neuropsychological Testing

The current study aimed to establish a fine-grained, efficient characterization of the concurrent neuropsychological contributions to social functioning in neuropsychologically-referred youth. A secondary aim was to demonstrate a useful statistic approach for such investigations (Partial Least Squar...

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Autores principales: Lerner, Matthew D., Potthoff, Lauren M., Hunter, Scott J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4444114/
https://www.ncbi.nlm.nih.gov/pubmed/26011533
http://dx.doi.org/10.1371/journal.pone.0128303
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author Lerner, Matthew D.
Potthoff, Lauren M.
Hunter, Scott J.
author_facet Lerner, Matthew D.
Potthoff, Lauren M.
Hunter, Scott J.
author_sort Lerner, Matthew D.
collection PubMed
description The current study aimed to establish a fine-grained, efficient characterization of the concurrent neuropsychological contributions to social functioning in neuropsychologically-referred youth. A secondary aim was to demonstrate a useful statistic approach for such investigations (Partial Least Squares Regression; PLSR), which is underutilized in this field. Forty-five participants (70 – 164 months; M(age) = 110.89; 34 male) were recruited from a large neuropsychological assessment clinic. Participants completed subtests from the NEPSY-II focusing on neuropsychological constructs that have been linked to social functioning (affect decoding, social memory, motor skills, visuomotor skills, response inhibition, attention and set-shifting, and verbal comprehension). Mothers completed the BASC-2, from which Atypicality and Social Skills scales were analyzed. PLSR revealed that difficulty with social memory, sensorimotor integration, and the ability to attend to and accurately discriminate auditory stimuli combine to best predict atypical or “odd” behavior. In terms of social skills, two factors emerged. The first factor indicated that, counterintuitively, greater emotional perception, visuospatial perception, ability to attend to and accurately discriminate auditory stimuli, and understand instructions was related to poorer social skills. The second factor indicated that a pattern of better facial memory, and sensorimotor ability (execution & integration) characterized a distinct profile of greater social ability. PLSR results were compared to traditional OLS and Backwards Stepwise regression approaches to demonstrate utility. Results also suggested that these findings were consistent across age, gender, and diagnostic group, indicating common neuropsychological substrates of social functioning in this sample of referred youth. Overall, this study provides the first characterization of optimized combinations of neuropsychological variables in predicting social functioning in assessment clinic-referred youth, and introduces to this literature a valuable statistical approach for obtaining such characterizations.
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spelling pubmed-44441142015-06-16 Optimizing Cross-Sectional Prediction of Social Functioning in Youth Referred for Neuropsychological Testing Lerner, Matthew D. Potthoff, Lauren M. Hunter, Scott J. PLoS One Research Article The current study aimed to establish a fine-grained, efficient characterization of the concurrent neuropsychological contributions to social functioning in neuropsychologically-referred youth. A secondary aim was to demonstrate a useful statistic approach for such investigations (Partial Least Squares Regression; PLSR), which is underutilized in this field. Forty-five participants (70 – 164 months; M(age) = 110.89; 34 male) were recruited from a large neuropsychological assessment clinic. Participants completed subtests from the NEPSY-II focusing on neuropsychological constructs that have been linked to social functioning (affect decoding, social memory, motor skills, visuomotor skills, response inhibition, attention and set-shifting, and verbal comprehension). Mothers completed the BASC-2, from which Atypicality and Social Skills scales were analyzed. PLSR revealed that difficulty with social memory, sensorimotor integration, and the ability to attend to and accurately discriminate auditory stimuli combine to best predict atypical or “odd” behavior. In terms of social skills, two factors emerged. The first factor indicated that, counterintuitively, greater emotional perception, visuospatial perception, ability to attend to and accurately discriminate auditory stimuli, and understand instructions was related to poorer social skills. The second factor indicated that a pattern of better facial memory, and sensorimotor ability (execution & integration) characterized a distinct profile of greater social ability. PLSR results were compared to traditional OLS and Backwards Stepwise regression approaches to demonstrate utility. Results also suggested that these findings were consistent across age, gender, and diagnostic group, indicating common neuropsychological substrates of social functioning in this sample of referred youth. Overall, this study provides the first characterization of optimized combinations of neuropsychological variables in predicting social functioning in assessment clinic-referred youth, and introduces to this literature a valuable statistical approach for obtaining such characterizations. Public Library of Science 2015-05-26 /pmc/articles/PMC4444114/ /pubmed/26011533 http://dx.doi.org/10.1371/journal.pone.0128303 Text en © 2015 Lerner et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Lerner, Matthew D.
Potthoff, Lauren M.
Hunter, Scott J.
Optimizing Cross-Sectional Prediction of Social Functioning in Youth Referred for Neuropsychological Testing
title Optimizing Cross-Sectional Prediction of Social Functioning in Youth Referred for Neuropsychological Testing
title_full Optimizing Cross-Sectional Prediction of Social Functioning in Youth Referred for Neuropsychological Testing
title_fullStr Optimizing Cross-Sectional Prediction of Social Functioning in Youth Referred for Neuropsychological Testing
title_full_unstemmed Optimizing Cross-Sectional Prediction of Social Functioning in Youth Referred for Neuropsychological Testing
title_short Optimizing Cross-Sectional Prediction of Social Functioning in Youth Referred for Neuropsychological Testing
title_sort optimizing cross-sectional prediction of social functioning in youth referred for neuropsychological testing
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4444114/
https://www.ncbi.nlm.nih.gov/pubmed/26011533
http://dx.doi.org/10.1371/journal.pone.0128303
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