Abstract

Imbalance models of adolescent brain development attribute the increasing engagement in substance use during adolescence to within-person changes in the functional balance between the neural systems underlying socio-emotional, incentive processing, and cognitive control. However, the experimental designs and analytic techniques used to date do not lend themselves to explicit tests of how within-person change and within-person variability in socio-emotional processing and cognitive control place individual adolescents at risk for substance use. For a more complete articulation and a more stringent test of these models, we highlight the promise and challenges of using intensive longitudinal designs and analysis techniques that encompass many (often >10) within-person measurement occasions. Use of intensive longitudinal designs will lend researchers the tools required to make within-person inferences in individual adolescents that will ultimately align imbalance models of adolescent substance use with the methodological frameworks used to test them.

Highlights

  • The experimental designs and analytic techniques used to date do not lend themselves to explicit tests of how within-person change and within-person variability in socio-emotional processing and cognitive control place individual adolescents at risk for substance use

  • From the perspective of imbalance models of risk-taking (Casey and Jones, 2010; Lydon et al, 2015), adolescents are vulnerable to drug use due to normative increases in the activity of limbic and paralimbic regions involved in socio-emotional processes such as incentive processing (Ernst et al, 2005; Galvan et al, 2006) alongside continued immaturities in the functioning of prefrontal regions involved in cognitive control (Hwang et al, 2010; Ordaz et al, 2013)

  • Empirical studies of imbalance models of adolescent substance use have been the subject of numerous reviews (Richards et al, 2013; Smith et al, 2013; Lydon et al, 2014; Bjork and Pardini, 2015), which collectively indicate that drug use is associated with between-person differences in traits, behaviors, and neurobiological features associated with the functioning of the socio-emotional and cognitive control systems

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Summary

Intensive Longitudinal Designs and Adolescence

Empirical studies of imbalance models of adolescent substance use have been the subject of numerous reviews (Richards et al, 2013; Smith et al, 2013; Lydon et al, 2014; Bjork and Pardini, 2015), which collectively indicate that drug use is associated with between-person differences in traits, behaviors, and neurobiological features associated with the functioning of the socio-emotional and cognitive control systems. The designs and analytic techniques used to date, are limited in the extent to which they can appropriately test the within-person mechanisms proposed by imbalance models. We offer an overview of this mismatch between propositions of imbalance models and the methods used to test them, followed by a discussion of potential future advancements through the use of intensive longitudinal designs

INTRAINDIVIDUAL CHANGE AND INTRAINDIVIDUAL VARIABILITY IN INDIVIDUAL ADOLESCENTS
ALIGNING MODELS AND METHODS USING INTENSIVE LONGITUDINAL DESIGNS
CONCLUSION

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