ReviewJournal of clinical epidemiology2015
A review of the use of covariates in cluster randomized trials uncovers marked discrepancies between guidance and practice.
Review in Journal of clinical epidemiology, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
29 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Reporting non-adherence in cluster randomised trials: A systematic review.Clinical trials (London, England) · 2018Pooled it
- Human Papillomavirus vaccination clinical decision support for young adults in an upper midwestern healthcare system: a clinic cluster-randomized control trial.Human vaccines & immunotherapeutics · 2022Trial
- Evaluating Health Education Module on Hand, Food, and Mouth Diseases Among Preschoolers in Malacca, Malaysia.Frontiers in public health · 2022Trial
- Use of a personalised depression intervention in primary care to prevent anxiety: a secondary study of a cluster randomised trial.The British journal of general practice : the journal of the Royal College of General Practitioners · 2021Trial
- Effectiveness and cost-effectiveness of The Daily Mile on childhood weight outcomes and wellbeing: a cluster randomised controlled trial.International journal of obesity (2005) · 2020Trial
- Effectiveness of the EMPOWER-PAR Intervention in Improving Clinical Outcomes of Type 2 Diabetes Mellitus in Primary Care: A Pragmatic Cluster Randomised Controlled Trial.BMC family practice · 2016Trial
- Cluster minimal sufficient balance (CMSB): an efficient covariate balancing randomization method for cluster randomized trials.BMC medical research methodology · 2026Article
- Covariate adjustment in cluster randomised trials: a practical guide.BMJ (Clinical research ed.) · 2025Article
- Article
- A review of current practice in the design and analysis of extremely small stepped-wedge cluster randomized trials.Clinical trials (London, England) · 2025Review
- Adherence to key recommendations for design and analysis of stepped-wedge cluster randomized trials: A review of trials published 2016-2022.Clinical trials (London, England) · 2024Review
- How should a cluster randomized trial be analyzed?Journal of epidemiology and population health · 2024Article
- Evaluating tests for cluster-randomized trials with few clusters under generalized linear mixed models with covariate adjustment: A simulation study.Statistics in medicine · 2024Article
- Article
- Key considerations for designing, conducting and analysing a cluster randomized trial.International journal of epidemiology · 2023Article
- A scoping review described diversity in methods of randomization and reporting of baseline balance in stepped-wedge cluster randomized trials.Journal of clinical epidemiology · 2023Article
- Article
- A personalized intervention to prevent depression in primary care based on risk predictive algorithms and decision support systems: protocol of the e-predictD study.Frontiers in psychiatry · 2023Article
- Influential methods reports for group-randomized trials and related designs.Clinical trials (London, England) · 2022Article
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectivesReviews of the handling of covariates in trials have explicitly excluded cluster randomized trials (CRTs). In this study, we review the use of covariates in randomization, the reporting of covariates, and adjusted analyses in CRTs. STUDY DESIGN AND
settingWe reviewed a random sample of 300 CRTs published between 2000 and 2008 across 150 English language journals.
resultsFifty-eight percent of trials used covariates in randomization. Only 69 (23%) included tables of cluster- and individual-level covariates. Fifty-eight percent reported significance tests of baseline balance. Of 207 trials that reported baseline measures of the primary outcome, 155 (75%) subsequently adjusted for these in analyses. Of 174 trials that used covariates in randomization, 30 (17%) included an analysis adjusting for all those covariates. Of 219 trial reports that included an adjusted analysis of the primary outcome, only 71 (32%) reported that covariates were chosen a priori.
conclusionThere are some marked discrepancies between practice and guidance on the use of covariates in the design, analysis, and reporting of CRTs. It is essential that researchers follow guidelines on the use and reporting of covariates in CRTs, promoting the validity of trial conclusions and quality of trial reports.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.