ArticleBMC medicine2022
Heterogeneity in pragmatic randomised trials: sources and management.
Article in BMC medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 3 of them syntheses that pooled 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.
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
25 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Prediction models for the occurrence and mortality of sepsis-associated lung injury: a systematic review and meta-analysis.Frontiers in medicine · 2026Pooled it
- Incidence of pregnancy outcomes among patients with recurrent implantation failure: a systematic review and meta-analysis.BMC pregnancy and childbirth · 2025Pooled it
- The Effectiveness of Acupressure on Sleep Quality in Cancer Patients: A Systematic Review and Meta-Analysis of Randomised Controlled Trials.Journal of clinical nursing · 2025Pooled it
- Transcutaneous Electrical Nerve Stimulation and Pain With Movement in People With Fibromyalgia: A Cluster Randomized Clinical Trial.JAMA network open · 2026Trial
- Oral ivermectin versus 5% permethrin cream to treat children and adults with classic scabies: multicentre, assessor blinded, cluster randomised clinical trial.BMJ (Clinical research ed.) · 2026Trial
- Evaluating the Efficacy of a Digital Therapeutic Intervention for Temporomandibular Disorders: Multicenter, Randomized, Sham-Controlled Trial.Journal of medical Internet research · 2025Trial
- Effectiveness and Implementation of a Clinical Risk Score for Early Diagnosis of Tuberculosis in Uganda: A Pragmatic, Clustered Randomization Clinical Trial.Annals of the American Thoracic Society · 2025Trial
- Comparison of the Working Alliance in Blended Cognitive Behavioral Therapy and Treatment as Usual for Depression in Europe: Secondary Data Analysis of the E-COMPARED Randomized Controlled Trial.Journal of medical Internet research · 2024Trial
- Long-term effects of an intervention for families with parental severe mental illness-A 2.5-year RCT follow-up.JCPP advances · 2026Article
- Thinking as Relational Process and Pattern in Semiotic Cultural Psychology.Integrative psychological & behavioral science · 2026Article
- High-quality chronic limb-threatening ischemia care requires above average performance in surgical bypass and endovascular treatment.Journal of vascular surgery · 2026Article
- Artificial Intelligence Powered Wearable and Portable Devices for Remote Cardiac Care and Population Health.Current cardiology reports · 2026Review
- Correspondence: Sustainable effects of a hybrid self-care education program on diet quality and cardiovascular risk in patients with chronic conditions: A randomized controlled trial.International journal of cardiology. Cardiovascular risk and prevention · 2025Article
- Integrated Patient Digital and Biomimetic Twins for Precision Medicine: A Perspective.Seminars in liver disease · 2025Review
- Individualized prescriptive inference in ischaemic stroke.Nature communications · 2025Article
- Cycling-Based Telerehabilitation: Acceptability and Feasibility Study.JMIR human factors · 2025Article
- Article
- Validation of microphysiological systems for interpreting patient heterogeneity requires robust reproducibility analytics and experimental metadata.Cell reports methods · 2025Review
- Primary Technology-Enhanced Care for Hypertension Scaling Program: Trial-Based Economic Evaluation Examining Effectiveness and Cost-Effectiveness Using Real-World Data in Singapore.Journal of medical Internet research · 2025Article
- Evaluation of Group Therapy Intervention for Anxiety and Depression in the Postnatal Period.Maternal and child health journal · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
backgroundPragmatic trials aim to generate evidence to directly inform patient, caregiver and health-system manager policies and decisions. Heterogeneity in patient characteristics contributes to heterogeneity in their response to the intervention. However, there are many other sources of heterogeneity in outcomes. Based on the expertise and judgements of the authors, we identify different sources of clinical and methodological heterogeneity, which translate into heterogeneity in patient responses-some we consider as desirable and some as undesirable. For each of them, we discuss and, using real-world trial examples, illustrate how heterogeneity should be managed over the whole course of the trial. MAIN TEXT: Heterogeneity in centres and patients should be welcomed rather than limited. Interventions can be flexible or tailored and control interventions are expected to reflect usual care, avoiding use of a placebo. Co-interventions should be allowed; adherence should not be enforced. All these elements introduce heterogeneity in interventions (experimental or control), which has to be welcomed because it mimics reality. Outcomes should be objective and possibly routinely collected; standardised assessment, blinding and adjudication should be avoided as much as possible because this is not how assessment would be done outside a trial setting. The statistical analysis strategy must be guided by the objective to inform decision-making, thus favouring the intention-to-treat principle. Pragmatic trials should consider including process analyses to inform an understanding of the trial results. Needed data to conduct these analyses should be collected unobtrusively. Finally, ethical principles must be respected, even though this may seem to conflict with goals of pragmatism; consent procedures could be incorporated in the flow of care.
Indexed as
Identifiers
What OpenQuestion holds
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.