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Predicting Variation in Responsiveness to the Family Check-Up in Early Childhood: A Mixture Model Approach.

机译:预测早期儿童对家庭检查的反应差异:混合模型方法。

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摘要

The present study applied latent class analysis to a family-centered prevention trial in early childhood to identify subgroups of families with differential responsiveness to the Family Check-up (FCU) intervention. The sample included 731 families of 2-year-olds randomized to the FCU or control and followed through age five with yearly follow up assessments (Dishion et al., 2014; Shaw et al., 2015). A two-step mixture model was used to examine whether specific constellations of family characteristics at age 2 (baseline) were related to intervention response at age 3, 4, and 5. The first step empirically identified latent classes of families based on a variety of demographic and adjustment variables selected on the basis of previous research on predictors of response to the FCU and parent training in general, as well as on the clinical observations of FCU implementers. The second step modeled the effect of the FCU on longitudinal change in children's problem behavior in each of the empirically derived latent classes. Results suggested a five-class solution, where a significant intervention effect of moderate-to- large size was observed in one of the five classes. The families within the responsive class were characterized by child neglect, legal problems, and mental health issues. Pairwise comparisons revealed that the intervention effect was significantly greater in this class of families than in two other classes that were generally less at risk for the development of disruptive behavior problems, and post hoc analyses partially supported these results. Thus, results indicated that the FCU was most successful in reducing child problem behavior in the highly distressed group of families. We conclude by discussing the potential practical utility of these results and emphasizing the need for future research to evaluate this approach's predictive accuracy.
机译:本研究将潜伏类分析应用于儿童早期的以家庭为中心的预防试验,以确定对家庭检查(FCU)干预反应不同的家庭的亚组。样本包括731个2岁以下家庭,随机分配到FCU或对照组,并在5岁以下进行年度随访评估(Dishion等,2014; Shaw等,2015)。使用两步混合模型检查2岁(基线)家庭特征的特定星座是否与3、4和5岁时的干预反应相关。第一步,根据多种因素,根据经验确定潜在的家庭类别。人口统计和调整变量是根据先前对FCU的反应预测因子和一般的父母培训以及FCU实施者的临床观察结果进行选择的。第二步模拟了FCU对每个经验得出的潜在类别中儿童问题行为的纵向变化的影响。结果提出了五类解决方案,其中在五类之一中观察到了从中到大型的显着干预效果。响应型家庭的特点是儿童疏忽,法律问题和精神健康问题。成对比较显示,与其他两个类别的家庭相比,干预作用明显强于发生破坏性行为问题的风险,而事后分析部分支持了这些结果。因此,结果表明,在高度困扰的家庭中,FCU在减少儿童问题行为方面最成功。最后,我们讨论了这些结果的潜在实用性,并强调了需要进行进一步研究以评估这种方法的预测准确性。

著录项

  • 作者

    Pelham, William.;

  • 作者单位

    Arizona State University.;

  • 授予单位 Arizona State University.;
  • 学科 Clinical psychology.
  • 学位 M.A.
  • 年度 2016
  • 页码 49 p.
  • 总页数 49
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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