Back to Search Start Over

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

Authors :
Kasza J
Forbes AB
Source :
Statistical methods in medical research [Stat Methods Med Res] 2019 Oct-Nov; Vol. 28 (10-11), pp. 3112-3122. Date of Electronic Publication: 2018 Sep 07.
Publication Year :
2019

Abstract

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.

Details

Language :
English
ISSN :
1477-0334
Volume :
28
Issue :
10-11
Database :
MEDLINE
Journal :
Statistical methods in medical research
Publication Type :
Academic Journal
Accession number :
30189794
Full Text :
https://doi.org/10.1177/0962280218797151