ArticleStatistics in medicine2013
Estimating within-study covariances in multivariate meta-analysis with multiple outcomes.
Article in Statistics in medicine, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 52 papers, 17 of them syntheses that pooled it.
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Who cites it
52 citing papers in PubMed, 17 syntheses or guidelines pooled it.
- Evaluating amyloid-beta as a surrogate endpoint in trials of anti-amyloid-beta drugs in Alzheimer's disease: a Bayesian meta-analysis.Journal of comparative effectiveness research · 2026Pooled it
- Health effects associated with exposure of children to physical violence, psychological violence and neglect: a Burden of Proof study.Nature human behaviour · 2025Pooled it
- Interventions to Reduce Mental Health Stigma in Young People: A Systematic Review and Meta-Analysis.JAMA network open · 2025Pooled it
- Health effects associated with chewing tobacco: a Burden of Proof study.Nature communications · 2024Pooled it
- Handling missing within-study correlations in the evaluation of surrogate endpoints.Statistics in medicine · 2023Pooled it
- Multivariate meta-analysis of multiple outcomes: characteristics and predictors of borrowing of strength from Cochrane reviews.Systematic reviews · 2022Pooled it
- Meta-analysis with Robust Variance Estimation: Expanding the Range of Working Models.Prevention science : the official journal of the Society for Prevention Research · 2022Pooled it
- Multivariate meta-analysis of critical care meta-analyses: a meta-epidemiological study.BMC medical research methodology · 2021Pooled it
- Associations between lifestyle interventions during pregnancy and childhood weight and growth: a systematic review and meta-analysis.The international journal of behavioral nutrition and physical activity · 2021Pooled it
- A meta-analysis of the effect of therapist experience on outcomes for clients with internalizing disorders.Psychotherapy research : journal of the Society for Psychotherapy Research · 2019Pooled it
- Empirical comparison of univariate and multivariate meta-analyses in Cochrane Pregnancy and Childbirth reviews with multiple binary outcomes.Research synthesis methods · 2019Pooled it
- Disease severity, debridement approach and timing of drug modify outcomes of adjunctive azithromycin in non-surgical management of chronic periodontitis: a multivariate meta-analysis.BMC oral health · 2019Pooled it
- Bayesian bivariate meta-analysis of correlated effects: Impact of the prior distributions on the between-study correlation, borrowing of strength, and joint inferences.Statistical methods in medical research · 2018Pooled it
- The impact of pharmaceutical care interventions for medication underuse in older people: a systematic review and meta-analysis.British journal of clinical pharmacology · 2015Pooled it
- Multivariate meta-analysis of prognostic factor studies with multiple cut-points and/or methods of measurement.Statistics in medicine · 2015Pooled it
- An alternative pseudolikelihood method for multivariate random-effects meta-analysis.Statistics in medicine · 2015Pooled it
- Multivariate meta-analysis of mixed outcomes: a Bayesian approach.Statistics in medicine · 2013Pooled it
- A comparison of multivariate and univariate meta-analysis.Behavior research methods · 2026Article
- Estimands and their implications for evidence synthesis for oncology: A simulation study of treatment switching in meta-analysis.Research synthesis methods · 2026Article
- Meta-analyzing correlation matrices in the presence of hierarchical effect size multiplicity.Research synthesis methods · 2025Review
Corrections and comments
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Authors and funding
2 authors.
Funding
Abstract
Multivariate meta-analysis allows the joint synthesis of effect estimates based on multiple outcomes from multiple studies, accounting for the potential correlations among them. However, standard methods for multivariate meta-analysis for multiple outcomes are restricted to problems where the within-study correlation is known or where individual participant data are available. This paper proposes an approach to approximating the within-study covariances based on information about likely correlations between underlying outcomes. We developed methods for both continuous and dichotomous data and for combinations of the two types. An application to a meta-analysis of treatments for stroke illustrates the use of the approximated covariance in multivariate meta-analysis with correlated outcomes.
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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.