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

机译:注意差距:统计评估青少年风险行为的双系统模型的回顾和建议

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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.
机译:根据双重系统模型(Casey et al。,2008; Luna and Wright,2016; Steinberg,2008),快速发展的社会情感系统和逐渐发展的认知控制系统是青少年大脑发育的特征。 Dual Systems模型提出的不平衡假设认为,这两个正在发展的系统之间的不平衡程度应可预测参与各种风险行为的倾向。当前的综合评论认为,由不平衡假设产生的兴奋及其对解释青少年风险行为的启示尚未得到同等的努力来严格检验该假设。当前审查的目的是帮助指导该领域考虑测试失衡假设的适当且严格的方法。首先,我们回顾了用于检验失衡假设的分析方法,并概述了这些方法的统计和概念局限性。接下来,我们讨论两种纵向分析方法(潜在差异得分和增长混合模型)用于检验不平衡假设的效用。我们利用来自大型社区青少年样本的数据来说明每种方法,并认为潜在差异评分和增长混合模型方法可提高评估失衡假设的特异性和准确性。

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