ArticlePLoS medicine2019
COSMOS-E: Guidance on conducting systematic reviews and meta-analyses of observational studies of etiology.
Article in PLoS medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 249 papers, 113 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
249 citing papers in PubMed, 113 syntheses or guidelines pooled it.
- The cross-sectional and prospective associations between time-restricted eating and cardiometabolic health in community-dwelling adults: A systematic review and meta-analysis of observational studies.European journal of clinical nutrition · 2026Pooled it
- Pooled it
- Combo Deals, Junk Meals: A Systematic Review Examining the Healthiness of Foods Promoted on Meal Delivery Apps.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2026Pooled it
- Cancer risk from low-dose ionizing radiation in dental imaging: A systematic review and meta-analysis.BMC oral health · 2026Pooled it
- Home-Based Learning Opportunities, Responsive Caregiving and the Development of Preschool-Aged Children in Low- and Middle-Income Countries of the East Asia and Pacific Region: A Systematic Review.Child: care, health and development · 2026Pooled it
- Migration patterns of uncemented femoral stems in hip replacement: a systematic review and meta-analysis of clinical radiostereometric analysis cohort studies.Acta orthopaedica · 2026Pooled it
- Oral manifestations in HIV-positive individuals under highly active antiretroviral therapy: a systematic review and meta-analysis of prevalence data.BMC oral health · 2026Pooled it
- Identifying risk factors of young-onset dementia and evaluating evidence hierarchy: a meta-analysis and umbrella review.The journal of prevention of Alzheimer's disease · 2026Pooled it
- Ultra-processed food intake and risk of digestive system cancers: a systematic review and dose-response meta-analysis.Frontiers in nutrition · 2026Pooled it
- A systematic review and meta-analysis of disease clusters in multimorbidity.Nature communications · 2025Pooled it
- Effectiveness of Occupational Health Promotion Programs on Cardiometabolic risk factors: A Systematic Review and Three-Level Meta-Analysis.La Medicina del lavoro · 2025Pooled it
- Parental vaccine refusal, non-vaccinated children, and outbreaks of Vaccine-Preventable Diseases (VPDs) in Europe: a systematic review of aetiology and risk.BMC public health · 2025Pooled it
- Comparison of the prevalence of probably postpartum depression before and during the covid-19 pandemic in Turkey: a systematic review and meta-analysis.Social psychiatry and psychiatric epidemiology · 2025Pooled it
- Strengthening the reporting of observational studies in epidemiology using Mendelian randomization (STROBE-MR): a Korean translation of explanation and elaboration.Ewha medical journal · 2025Guideline
- Association of non-standard working time arrangements with safety incidents: a systematic review.BMJ open · 2025Pooled it
- Per- and poly-fluoroalkyl substances exposure and risk of gastrointestinal cancers: a systematic review and meta-analysis.European journal of cancer prevention : the official journal of the European Cancer Prevention Organisation (ECP) · 2025Pooled it
- Risk of gynaecologic cancers in women with metabolic syndrome: A systematic review & meta-analysis.The Indian journal of medical research · 2025Pooled it
- Is ibuprofen associated with upper gastrointestinal bleeding? A systematic review and meta-analysis.Inflammopharmacology · 2025Pooled it
- Occupational Benzene Exposure and Risk of Male Genital Cancers: A Systematic Review and Meta-Analysis.American journal of industrial medicine · 2025Pooled it
- Association between child and youth physical activity and family functioning: a systematic review of observational studies.The international journal of behavioral nutrition and physical activity · 2025Pooled it
189 more citing papers are in PubMed but not listed here.
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
backgroundTo our knowledge, no publication providing overarching guidance on the conduct of systematic reviews of observational studies of etiology exists. METHODS AND
findingsConducting Systematic Reviews and Meta-Analyses of Observational Studies of Etiology (COSMOS-E) provides guidance on all steps in systematic reviews of observational studies of etiology, from shaping the research question, defining exposure and outcomes, to assessing the risk of bias and statistical analysis. The writing group included researchers experienced in meta-analyses and observational studies of etiology. Standard peer-review was performed. While the structure of systematic reviews of observational studies on etiology may be similar to that for systematic reviews of randomised controlled trials, there are specific tasks within each component that differ. Examples include assessment for confounding, selection bias, and information bias. In systematic reviews of observational studies of etiology, combining studies in meta-analysis may lead to more precise estimates, but such greater precision does not automatically remedy potential bias. Thorough exploration of sources of heterogeneity is key when assessing the validity of estimates and causality.
conclusionAs many reviews of observational studies on etiology are being performed, this document may provide researchers with guidance on how to conduct and analyse such reviews.
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.