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Bivariate Random Effects Meta-Analysis of Diagnostic Studies Using Generalized Linear Mixed Models
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References

  • 2005Bivariate analysis of sensitivity and specificity produces informative summary measures in diagnostic reviews3,362 cited
  • 2001Systematic Reviews in Health Care1,692 cited
  • 2002Advanced methods in meta‐analysis: multivariate approach and meta‐regression1,582 cited
  • 2001A hierarchical regression approach to meta‐analysis of diagnostic test accuracy evaluations1,509 cited
  • 2006A unification of models for meta-analysis of diagnostic accuracy studies752 cited
  • 2006Bivariate meta-analysis of sensitivity and specificity with sparse data: a generalized linear mixed model approach709 cited
  • 2002Properties of the summary receiver operating characteristic (SROC) curve for diagnostic test data673 cited
  • 2002Asymmetric funnel plots and publication bias in meta-analyses of diagnostic accuracy486 cited
  • 2007The binomial distribution of meta-analysis was preferred to model within-study variability387 cited
  • 2008Bivariate Random Effects Meta-Analysis of ROC Curves325 cited
  • 2007Bivariate random-effects meta-analysis and the estimation of between-study correlation244 cited
  • 2005The partial area under the summary ROC curve240 cited
  • 2004Empirical Bayes estimates generated in a hierarchical summary ROC analysis agreed closely with those of a full Bayesian analysis209 cited
  • 2007We should not pool diagnostic likelihood ratios in systematic reviews

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207 cited
  • 2007An alternative model for bivariate random-effects meta-analysis when the within-study correlations are unknown167 cited
  • 1999Meta-Analysis of Diagnostic Tests With Imperfect Reference Standards112 cited
  • Cited by

    • 2010Bivariate random effects models for meta-analysis of comparative studies with binary outcomes: Methods for the absolute risk difference and relative risk78 cited
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    • 2013Meta‐analysis for diagnostic accuracy studies: a new statistical model using beta‐binomial distributions and bivariate copulas65 cited
    • 2012A mixed model approach to meta-analysis of diagnostic studies with binary test outcome.54 cited
    • 2021Empirical Comparisons of 12 Meta-analysis Methods for Synthesizing Proportions of Binary Outcomes51 cited
    • 2020New measures improved the reporting of heterogeneity in diagnostic test accuracy reviews: a metaepidemiological study47 cited
    • 2015A mixed effect model for bivariate meta‐analysis of diagnostic test accuracy studies using a copula representation of the random effects distribution45 cited
    • 2018The Evaluation of Bivariate Mixed Models in Meta-analyses of Diagnostic Accuracy Studies with SAS, Stata and R42 cited
    • 2018meta4diag: Bayesian Bivariate Meta-Analysis of Diagnostic Test Studies for Routine Practice40 cited
    • 2018Bivariate random‐effects meta‐analysis models for diagnostic test accuracy studies using arcsine‐based transformations39 cited
    • 2014Meta-analysis of Proportions of Rare Events–A Comparison of Exact Likelihood Methods with Robust Variance Estimation36 cited
    • 2014A composite likelihood method for bivariate meta-analysis in diagnostic systematic reviews31 cited
    • 2015Meta‐analysis of studies with bivariate binary outcomes: a marginal beta‐binomial model approach22 cited
    • 2014Performance measures of the bivariate random effects model for meta-analyses of diagnostic accuracy21 cited
    • 2014Latent class bivariate model for the meta-analysis of diagnostic test accuracy studies20 cited
    • 2015Meta‐analysis of diagnostic tests accounting for disease prevalence: a new model using trivariate copulas20 cited