Evidence map›Paper›PMID 41047171›Full record

ArticleInjury prevention : journal of the International Society for Child and Adolescent Injury Prevention2026

Evaluation of injury prevention interventions using the stepped wedge cluster randomised trial design: key considerations.

Yongdong Ouyang, Christian Vaillancourt, Anna Heath, Monica Taljaard, Colin Macarthur

Abstract read
In one paragraph

Article in Injury prevention : journal of the International Society for Child and Adolescent Injury Prevention, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Yongdong OuyangDepartment of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, New York, USA.ORCID http://orcid.org/0000-0002-8692-2991
Christian VaillancourtOttawa Hospital Research Institute, Ottawa, Ontario, Canada.
Anna HeathChild Health Evaluative Sciences, SickKids Research Institute, Toronto, Ontario, Canada.
Monica Taljaard *Ottawa Hospital Research Institute, Ottawa, Ontario, Canada.
Colin Macarthur *Child Health Evaluative Sciences, SickKids Research Institute, Toronto, Ontario, Canada colin.macarthur@sickkids.ca.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundInjury prevention interventions are often implemented at the group level via communities, hospitals, schools, etc, making cluster randomisation a suitable approach to evaluation. The stepped-wedge cluster randomised trial (SW-CRT) design has become increasingly popular for evaluating interventions in real-world settings.

methodIn this commentary, we describe the methodological characteristics of the SW-CRT design and highlight key threats to validity, relevant design and analytical issues, and scenarios in which the SW-CRT design might be a reasonable design choice. We illustrate these key points using a recently completed SW-CRT: the prehospital Canadian C-Spine trial.

resultsSeven potential biases associated with SW-CRTs, including: (1) secular trends, (2) confounding by external factors, (3) identification and recruitment bias, (4) contamination, (5) late and early transitioning, (6) risks of baseline imbalances due to small numbers of clusters and (7) statistical issues are discussed, along with potential mitigation strategies.

conclusionThe SW-CRT design offers a pragmatic approach to evaluating injury prevention interventions that may involve a staggered rollout across services or regions. The design allows an intervention to be rolled out to all participating sites and provides an opportunity to efficiently evaluate effectiveness. It is important, however, for researchers to consider the unique design and analytic issues associated with the SW-CRT design. Mitigating potential threats to validity when using the SW-CRT design helps ensure robust evaluation of injury prevention interventions.

Indexed as

Randomized Controlled Trials as TopicWounds and InjuriesCanadaCluster AnalysisHumansProgram EvaluationResearch DesignHealth ServicesProcess/impact evaluationProgram evaluationRandomized Trial

Identifiers

PMID41047171
PMCPMC13422044

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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.