ArticleBMC public health2022
Double-counting of populations in evidence synthesis in public health: a call for awareness and future methodological development.
Article in BMC public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 18 papers, 9 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
18 citing papers in PubMed, 9 syntheses or guidelines pooled it.
- Single-port versus multi-port robot-assisted partial nephrectomy for predominantly low-complexity renal tumors: a systematic review and meta-analysis.Journal of robotic surgery · 2026Pooled it
- Equity and Cancer Survival Among Veterans Health Administration Patients: A Systematic Review and Meta-Analysis.JAMA network open · 2026Pooled it
- Application of Deep Learning for Predicting Hematoma Expansion in Intracerebral Hemorrhage Using Computed Tomography Scans: A Systematic Review and Meta-Analysis of Diagnostic Accuracy.La Radiologia medica · 2025Pooled it
- The association between white matter hyperintensities and suicide attempts in affective disorders: a systematic review and meta-analysis.Translational psychiatry · 2025Pooled it
- AI chatbots versus human healthcare professionals: a systematic review and meta-analysis of empathy in patient care.British medical bulletin · 2025Pooled it
- Pooled it
- Lung Cancer Risk in US Adults with COPD: A Systematic Review and Meta-Analysis.International journal of chronic obstructive pulmonary disease · 2025Pooled it
- Causal Assessment of Income Inequality on Self-Rated Health and All-Cause Mortality: A Systematic Review and Meta-Analysis.The Milbank quarterly · 2024Pooled it
- Hierarchical network meta-analysis models for synthesis of evidence from randomised and non-randomised studies.BMC medical research methodology · 2023Pooled it
- How publish-or-perish culture drives evidence fragmentation in oncology.Annals of medicine · 2026Article
- Bayesian Dynamic Borrowing to Enhance Evidence for New Therapies.PharmacoEconomics · 2026Review
- Hemoadsorptionin Critically Ill Pediatric Oncology and Hemato-Oncology Patients: A Systematic Review with Structured Narrative Synthesis.Children (Basel, Switzerland) · 2026Review
- Double-counting of populations in a meta-analysis: Association between diabetic peripheral neuropathy and lower limb muscle strength in patients with type 2 diabetes mellitus.Journal of diabetes investigation · 2026Article
- Assessment and management of post-COVID-19 pulmonary complications: a rapid review.European respiratory review : an official journal of the European Respiratory Society · 2026Review
- Preoperative Clinical and Radiographic Risk Factors for Recurrent Lumbar Disc Herniation: Systematic Review and Meta-analysis.Neurospine · 2026Article
- Machine learning based prediction models for cardiovascular disease risk using electronic health records data: systematic review and meta-analysis.European heart journal. Digital health · 2025Review
- A new approach to Health Benefits Package design: an application of the Thanzi La Onse model in Malawi.PLoS computational biology · 2024Article
- Publisher Correction: Double-counting of populations in evidence synthesis in public health: a call for awareness and future methodological development.BMC public health · 2022Article
Corrections and comments
- Erratum issued
Authors and funding
7 authors.
Funding
Abstract
backgroundThere is a growing interest in the inclusion of real-world and observational studies in evidence synthesis such as meta-analysis and network meta-analysis in public health. While this approach offers great epidemiological opportunities, use of such studies often introduce a significant issue of double-counting of participants and databases in a single analysis. Therefore, this study aims to introduce and illustrate the nuances of double-counting of individuals in evidence synthesis including real-world and observational data with a focus on public health.
methodsThe issues associated with double-counting of individuals in evidence synthesis are highlighted with a number of case studies. Further, double-counting of information in varying scenarios is discussed with potential solutions highlighted.
resultsUse of studies of real-world data and/or established cohort studies, for example studies evaluating the effectiveness of therapies using health record data, often introduce a significant issue of double-counting of individuals and databases. This refers to the inclusion of the same individuals multiple times in a single analysis. Double-counting can occur in a number of manners, such as, when multiple studies utilise the same database, when there is overlapping timeframes of analysis or common treatment arms across studies. Some common practices to address this include synthesis of data only from peer-reviewed studies, utilising the study that provides the greatest information (e.g. largest, newest, greater outcomes reported) or analysing outcomes at different time points.
conclusionsWhile common practices currently used can mitigate some of the impact of double-counting of participants in evidence synthesis including real-world and observational studies, there is a clear need for methodological and guideline development to address this increasingly significant issue.
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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.