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