Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, 624 N. Broadway, Baltimore, Maryland 21205.
Department of Mental Health Policy and Evaluation, National Center of Neurology and Psychiatry, National Institute of Mental Health, 4-1-1 Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan.
Am J Addict. 2018 Apr;27(3):231-237. doi: 10.1111/ajad.12714. Epub 2018 Mar 23.
There is growing concern regarding the generalizability of findings from randomized controlled trials (RCTs) of interventions for substance use disorders (SUDs). This study used a selection model approach to assess and improve the generalizability of an evaluation for a web-based SUD intervention by making the trial sample resemble the target population.
The sample of the web-based SUD intervention (Therapeutic Education System vs. Treatment-as-usual; n = 507) was compared with the target population of SUD treatment-seeking individuals from the Treatment Episodes Data Set-Admissions (TEDS-A). Using weights based on the probabilities of RCT participation, we computed weighted treatment effects on retention and abstinence.
Substantial differences between the RCT sample and the target population was demonstrated in significant difference in the mean propensity scores (1.62 standard deviations at p < .001). The population effect on abstinence (12 weeks and 6 months) was statistically insignificant after weighting the data with the generalizability weight.
Generalizability of the findings from the RCT could be limited when the RCT sample does not well represent the target population.
Application of generalizability weights can be a potentially useful tool to improve generalizability of RCT findings. (Am J Addict 2018;27:231-237).
人们越来越关注药物使用障碍(SUD)干预措施的随机对照试验(RCT)结果的可推广性。本研究采用选择模型方法,通过使试验样本与目标人群相似,来评估和提高基于网络的 SUD 干预措施的评估的可推广性。
将基于网络的 SUD 干预治疗(治疗教育系统与常规治疗;n=507)的样本与来自治疗期数据集-入院(TEDS-A)的 SUD 治疗寻求者的目标人群进行比较。我们使用基于 RCT 参与概率的权重,计算了保留和戒断的加权治疗效果。
RCT 样本和目标人群之间存在显著差异,表现在平均倾向得分上存在显著差异(1.62 个标准差,p<0.001)。在使用可推广性权重对数据进行加权后,关于戒断的人群效应(12 周和 6 个月)在统计学上无显著性。
当 RCT 样本不能很好地代表目标人群时,RCT 结果的可推广性可能会受到限制。
可推广性权重的应用可能是提高 RCT 研究结果可推广性的一种有用工具。(美国成瘾杂志 2018;27:231-237)