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最优单向开关设计。

Optimal unidirectional switch designs.

机构信息

Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands.

Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands.

出版信息

Stat Med. 2018 Nov 10;37(25):3573-3588. doi: 10.1002/sim.7853. Epub 2018 Jul 12.

Abstract

Stepped wedge designs and delayed start designs can all be considered as special cases of the so-called unidirectional switch design. This paper provides optimal proportions of clusters that are allocated to switch patterns in a unidirectional switch design to minimize the asymptotic variance of the treatment effect estimator. This unique optimal design applies to certain cross-sectional and longitudinal variance component models. When the intraclass correlation coefficient is zero, the optimal unidirectional switch design coincides with the classic (cluster) parallel group design. The optimal unidirectional switch design is more efficient than the optimal stepped wedge design and delayed start designs. Compared with the uniform unidirectional switch design, the efficiency gain of the optimal unidirectional switch design can be substantial, but it depends on the intraclass correlation and the cluster size. We also showed that augmenting the optimal stepped wedge design with pure control pattern is more efficient than the optimal stepped wedge design. In addition, robust minimax design for unidirectional switch design, delayed start design, and stepped wedge design are provided.

摘要

阶式楔形设计和延迟启动设计都可以被视为所谓的单向切换设计的特殊情况。本文提供了在单向切换设计中,将集群分配到切换模式的最优比例,以最小化处理效应估计量的渐近方差。这种独特的最优设计适用于某些横截面和纵向方差分量模型。当类内相关系数为零时,最优单向切换设计与经典(集群)平行组设计一致。最优单向切换设计比最优阶式楔形设计和延迟启动设计更有效。与均匀单向切换设计相比,最优单向切换设计的效率增益可能很大,但这取决于类内相关系数和集群大小。我们还表明,通过增加纯控制模式来增强最优阶式楔形设计比最优阶式楔形设计更有效。此外,还提供了用于单向切换设计、延迟启动设计和阶式楔形设计的稳健最小最大设计。

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