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一种将 ADHD 与青少年非法药物使用起始相关联的混合模型方法。

A mixture-model approach to linking ADHD to adolescent onset of illicit drug use.

机构信息

Department of Psychology, University of South Carolina, Columbia, SC 29208, USA.

出版信息

Dev Psychol. 2010 Nov;46(6):1543-55. doi: 10.1037/a0020549.

Abstract

Prior research findings have been mixed as to whether attention-deficit/hyperactivity disorder (ADHD) is related to illicit drug use independent of conduct problems (CP). With the current study, the authors add to this literature by investigating the association between trajectories of ADHD symptoms across childhood and adolescence and onset of illicit drug use, with and without controlling for CP. In a longitudinal panel study of a community sample of 754 girls and boys recruited in kindergarten, this research question was examined with a combination of growth mixture modeling (to model parent-reported ADHD symptom trajectories) and survival analysis (to model youth-reported initiation of illicit drug use). Results revealed a 3-class model of ADHD trajectories, with 1 class exhibiting no or minimal symptoms throughout childhood and adolescence, another class showing a convex shape (an increase, then a decrease in symptoms) across time, and a third class showing a concave shape (a decrease, then a slight increase in symptoms) over time. The concave-trajectory class demonstrated significantly earlier onset of illicit drug use than the minimal-problem class, with the convex-trajectory class falling between (but not significantly different from either of the other two classes). These results did not change when the authors added CP to the model as a covariate. Implications of findings for theory and practice are discussed.

摘要

先前的研究结果对于注意力缺陷/多动障碍(ADHD)是否与品行问题(CP)无关的非法药物使用有关存在分歧。通过本研究,作者通过调查儿童期和青春期 ADHD 症状轨迹与非法药物使用的发生之间的关联,在控制 CP 的情况下和不控制 CP 的情况下,增加了这方面的文献。在一项对幼儿园招募的 754 名女孩和男孩的社区样本进行的纵向面板研究中,使用增长混合建模(对父母报告的 ADHD 症状轨迹进行建模)和生存分析(对青少年报告的非法药物使用起始进行建模)来检验这个研究问题。结果显示 ADHD 轨迹存在 3 种模式,其中 1 种模式在整个儿童期和青春期表现出没有或很少有症状,另一种模式表现出凸形(症状先增加后减少),第三种模式表现出凹形(症状先减少后略有增加)。在将 CP 添加为协变量到模型中后,发现凹形轨迹类的非法药物使用起始时间明显早于最小问题类,凸形轨迹类则介于两者之间(但与其他两个类没有显著差异)。当作者将 CP 添加为协变量时,这些结果并没有改变。讨论了这些发现对理论和实践的意义。

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