Department of Methodology & Statistics, Utrecht University, Utrecht, the Netherlands.
Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.
Dev Cogn Neurosci. 2020 Oct;45:100817. doi: 10.1016/j.dcn.2020.100817. Epub 2020 Jul 4.
Longitudinal data from multiple cohorts may be analyzed by Bayesian research synthesis. Here, we illustrate this approach by investigating the development of self-control between age 13 and 19 and the role of sex therein in a multi-cohort, longitudinal design. Three Dutch cohorts supplied data: the Netherlands Twin Register (NTR; N = 21,079), Research on Adolescent Development and Relationships-Young (RADAR-Y; N = 497), and Tracking Adolescents' Individual Lives Survey (TRAILS; N = 2229). Self-control was assessed by one measure in NTR and RADAR-Y, and three measures in TRAILS. In each cohort, we evaluated evidence for competing informative hypotheses regarding the development of self-control. Subsequently, we aggregated this evidence over cohorts and measures to arrive at a robust conclusion that was supported by all cohorts and measures. We found robust evidence for the hypothesis that on average self-control increases during adolescence (i.e., maturation) and that individuals with lower initial self-control often experience a steeper increase in self-control (i.e., a pattern of recovery). From self-report, boys have higher initial self-control levels at age 13 than girls, whereas parents report higher self-control for girls.
通过贝叶斯研究综合,可对来自多个队列的纵向数据进行分析。在这里,我们通过多队列、纵向设计,研究了个体在 13 岁至 19 岁期间自我控制的发展情况及其性别作用,展示了该方法。荷兰三个队列提供了数据:荷兰双胞胎登记处(NTR;N=21079)、青少年发展与关系研究-年轻(RADAR-Y;N=497)和追踪青少年个体生活调查(TRAILS;N=2229)。NTR 和 RADAR-Y 队列采用一项措施评估自我控制,TRAILS 队列采用三项措施评估自我控制。我们在每个队列中评估了关于自我控制发展的竞争性信息性假设的证据。随后,我们将这些证据在队列和措施之间进行汇总,得出了一个稳健的结论,该结论得到了所有队列和措施的支持。我们有强有力的证据表明,平均而言,自我控制在青春期(即成熟)期间会增加,并且初始自我控制水平较低的个体通常会经历自我控制的更急剧增加(即恢复模式)。从自我报告来看,13 岁时男孩的初始自我控制水平高于女孩,而父母报告女孩的自我控制水平更高。