Mind the gap: A review and recommendations for statistically evaluating Dual Systems models of adolescent risk behavior

According to Dual Systems models (Casey et al., 2008; Luna and Wright, 2016; Steinberg, 2008), a rapidly-developing socioemotional system and gradually-developing cognitive control system characterize adolescent brain development. The imbalance hypothesis forwarded by Dual Systems models posits that...

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Main Authors: Samuel N. Meisel, Whitney D. Fosco, Larry W. Hawk, Craig R. Colder
Format: Article
Language:English
Published: Elsevier 2019-10-01
Series:Developmental Cognitive Neuroscience
Online Access:http://www.sciencedirect.com/science/article/pii/S1878929318301336
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spelling doaj-116f7e6b8c5040139af079ddf2202a1e2020-11-25T00:07:11ZengElsevierDevelopmental Cognitive Neuroscience1878-92932019-10-0139Mind the gap: A review and recommendations for statistically evaluating Dual Systems models of adolescent risk behaviorSamuel N. Meisel0Whitney D. Fosco1Larry W. Hawk2Craig R. Colder3University at Buffalo, The State University of New York, United States; Corresponding author at: Department of Psychology, 320 Park Hall, State University of New York at Buffalo, Buffalo, NY, 14260-4110, United States.Center for Children and Families, Florida International University, United StatesUniversity at Buffalo, The State University of New York, United StatesUniversity at Buffalo, The State University of New York, United StatesAccording to Dual Systems models (Casey et al., 2008; Luna and Wright, 2016; Steinberg, 2008), a rapidly-developing socioemotional system and gradually-developing cognitive control system characterize adolescent brain development. The imbalance hypothesis forwarded by Dual Systems models posits that the magnitude of the imbalance between these two developing systems should predict the propensity for engaging in a variety of risk behaviors. The current integrative review argues that the excitement generated by the imbalance hypothesis and its implications for explaining adolescent risk behaviors has not been meet with equal efforts to rigorously test this hypothesis. The goal of the current review is to help guide the field to consider appropriate and rigorous methods of testing the imbalance hypothesis. First, we review the analytic approaches that have been used to test the imbalance hypothesis and outline statistical and conceptual limitations of these approaches. Next, we discuss the utility of two longitudinal analytic approaches (Latent Difference Scores and Growth Mixture Modeling) for testing the imbalance hypothesis. We utilize data from a large community adolescent sample to illustrate each approach and argue that Latent Difference Scores and Growth Mixture Modeling approaches enhance the specificity and precision with which the imbalance hypothesis is evaluated. Keywords: Dual systems models, Imbalance hypothesis, Sensation seeking, Self-Regulation, Latent difference scores, Growth mixture modelinghttp://www.sciencedirect.com/science/article/pii/S1878929318301336
collection DOAJ
language English
format Article
sources DOAJ
author Samuel N. Meisel
Whitney D. Fosco
Larry W. Hawk
Craig R. Colder
spellingShingle Samuel N. Meisel
Whitney D. Fosco
Larry W. Hawk
Craig R. Colder
Mind the gap: A review and recommendations for statistically evaluating Dual Systems models of adolescent risk behavior
Developmental Cognitive Neuroscience
author_facet Samuel N. Meisel
Whitney D. Fosco
Larry W. Hawk
Craig R. Colder
author_sort Samuel N. Meisel
title Mind the gap: A review and recommendations for statistically evaluating Dual Systems models of adolescent risk behavior
title_short Mind the gap: A review and recommendations for statistically evaluating Dual Systems models of adolescent risk behavior
title_full Mind the gap: A review and recommendations for statistically evaluating Dual Systems models of adolescent risk behavior
title_fullStr Mind the gap: A review and recommendations for statistically evaluating Dual Systems models of adolescent risk behavior
title_full_unstemmed Mind the gap: A review and recommendations for statistically evaluating Dual Systems models of adolescent risk behavior
title_sort mind the gap: a review and recommendations for statistically evaluating dual systems models of adolescent risk behavior
publisher Elsevier
series Developmental Cognitive Neuroscience
issn 1878-9293
publishDate 2019-10-01
description According to Dual Systems models (Casey et al., 2008; Luna and Wright, 2016; Steinberg, 2008), a rapidly-developing socioemotional system and gradually-developing cognitive control system characterize adolescent brain development. The imbalance hypothesis forwarded by Dual Systems models posits that the magnitude of the imbalance between these two developing systems should predict the propensity for engaging in a variety of risk behaviors. The current integrative review argues that the excitement generated by the imbalance hypothesis and its implications for explaining adolescent risk behaviors has not been meet with equal efforts to rigorously test this hypothesis. The goal of the current review is to help guide the field to consider appropriate and rigorous methods of testing the imbalance hypothesis. First, we review the analytic approaches that have been used to test the imbalance hypothesis and outline statistical and conceptual limitations of these approaches. Next, we discuss the utility of two longitudinal analytic approaches (Latent Difference Scores and Growth Mixture Modeling) for testing the imbalance hypothesis. We utilize data from a large community adolescent sample to illustrate each approach and argue that Latent Difference Scores and Growth Mixture Modeling approaches enhance the specificity and precision with which the imbalance hypothesis is evaluated. Keywords: Dual systems models, Imbalance hypothesis, Sensation seeking, Self-Regulation, Latent difference scores, Growth mixture modeling
url http://www.sciencedirect.com/science/article/pii/S1878929318301336
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