Bounds on causal effects in three-arm trials with non-compliance

被引:76
作者
Cheng, Jing [1 ]
Small, Dylan S. [1 ]
机构
[1] Univ Penn, Philadelphia, PA 19104 USA
关键词
bounds; causal effect; confidence interval; non-compliance; principal strata; three-arm randomized trials;
D O I
10.1111/j.1467-9868.2006.00568.x
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The paper considers the analysis of three-arm randomized trials with non-compliance. In these trials, the average causal effects of treatments within principal strata of compliance behaviour are of interest for better understanding the effect of the treatment. Unfortunately, even with the usual assumptions, the average causal effects of treatments within principal strata are not point identified. However, the observable data do provide useful information on the bounds of the identification regions of the parameters of interest. Under two sets of assumptions, we derive sharp bounds for the causal effects within principal strata for binary outcomes and construct confidence intervals to cover the identification regions. The methods are illustrated by an analysis of data from a randomized study of treatments for alcohol dependence.
引用
收藏
页码:815 / 836
页数:22
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