4.6 Article

Inference for the treatment effect in multiple-period cluster randomised trials when random effect correlation structure is misspecified

Journal

STATISTICAL METHODS IN MEDICAL RESEARCH
Volume 28, Issue 10-11, Pages 3112-3122

Publisher

SAGE PUBLICATIONS LTD
DOI: 10.1177/0962280218797151

Keywords

Analysis of variance; cluster randomised trial; intracluster correlation; model misspecification; stepped wedge

Funding

  1. National Health and Medical Research Council of Australia [1108283]
  2. National Health and Medical Research Council of Australia [1108283] Funding Source: NHMRC

Ask authors/readers for more resources

Multiple-period cluster randomised trials, such as stepped wedge or cluster cross-over trials, are being conducted with increasing frequency. In the design and analysis of these trials, it is necessary to specify the form of the within-cluster correlation structure, and a common assumption is that the correlation between the outcomes of any pair of subjects within a cluster is identical. More complex models that allow for correlations within a cluster to decay over time have recently been suggested. However, most software packages cannot fit these models. As a result, practitioners may choose a simpler model. We analytically examine the impact of incorrectly omitting a decay in correlation on the variance of the treatment effect estimator and show that misspecification of the within-cluster correlation structure can lead to incorrect conclusions regarding estimated treatment effects for stepped wedge and cluster crossover trials.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.6
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available