Public Health Sciences, Leonard M. Miller School of Medicine, University of Miami, Miami, FL.
Fam Process. 2014 Jun;53(2):336-47. doi: 10.1111/famp.12068. Epub 2014 Mar 11.
The Complier Average Causal Effect (CACE) method has been increasingly used in prevention research to provide more accurate causal intervention effect estimates in the presence of noncompliance. The purpose of this study was to provide an applied demonstration of the CACE analytic approach to evaluate the relative effects of a family-based prevention intervention, Familias Unidas, in preventing/reducing illicit drug use for those participants who received the intended dosage. This study is a secondary data analysis of a randomized controlled trial designed to evaluate the relative efficacy of Familias Unidas with high-risk Hispanic youth. A total of 242 high-risk Hispanic youth aged 12-17 years and their primary caregivers were randomized to either Familias Unidas or Community Practice and assessed at baseline, 6 months and 12 months postbaseline. CACE models were estimated with a finite growth mixture model. Predictors of engagement were included in the CACE model. Findings indicate that, relative to the intent-to-treat (ITT) analytic approach, the CACE analytic approach yielded stronger intervention effects among both initially engaged and overall engaged participants. The CACE analytic approach may be particularly helpful for studies involving parent/family-centered interventions given that participants may not receive the intended dosage. Future studies should consider implementing the CACE analysis in addition to ITT analysis when examining the effects of family-based prevention programs to determine whether, and the extent to which, the CACE analysis has more power to uncover intervention effects.
调账平均因果效应(CACE)方法在预防研究中越来越多地被使用,以便在存在不依从的情况下提供更准确的因果干预效应估计。本研究的目的是提供 CACE 分析方法的应用示范,以评估家庭为基础的预防干预措施 Familias Unidas 对接受预期剂量的参与者预防/减少非法药物使用的相对效果。这项研究是一项随机对照试验的二次数据分析,旨在评估 Familias Unidas 对高危西班牙裔青年的相对疗效。共有 242 名高危西班牙裔青少年及其主要照顾者被随机分配到 Familias Unidas 或社区实践组,并在基线、6 个月和 12 个月时进行评估。使用有限增长混合模型估计 CACE 模型。将参与的预测因素纳入 CACE 模型。研究结果表明,与意向治疗(ITT)分析方法相比,CACE 分析方法在最初参与和总体参与的参与者中产生了更强的干预效果。CACE 分析方法对于涉及父母/家庭为中心的干预措施的研究可能特别有帮助,因为参与者可能无法接受预期的剂量。未来的研究应该考虑在检查家庭为基础的预防计划的效果时,除了 ITT 分析之外,还实施 CACE 分析,以确定 CACE 分析是否以及在何种程度上更有能力揭示干预效果。