Statistics in Medicine · 2014 · 45 citations · 22 references
Public HealthBiostatisticsClinical EpidemiologyEpidemiologic MethodsMeta-analysisClinical TrialsHeterogeneity AssessmentMantel-haenszel ProceduresRisk StratificationConfidence Interval ConstructionConfidence Interval EstimationMantel-haenszel EstimationMantel-haenszel TestScore Confidence IntervalStratified SamplingStudy WeightsTreatment Allocation
Writing the variance of the Mantel-Haenszel estimator under the null of homogeneity and inverting the corresponding test, we arrive at an improved confidence interval for the common risk difference in stratified 2 × 2 tables. This interval outperforms a variety of other intervals currently recommended in the literature and implemented in software. We also discuss a score-type confidence interval that allows to incorporate strata/study weights. Both of these intervals work very well under many scenarios common in stratified trials or in a meta-analysis, including situations with a mixture of both small and large strata sample sizes, unbalanced treatment allocation, or rare events. The new interval has the advantage that it is available in closed form with a simple formula. In addition, it applies to matched pairs data. We illustrate the methodology with various stratified clinical trials and a meta-analysis. R code to reproduce all analysis is provided in the Appendix.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
Some Methods for Strengthening the Common χ 2 Tests
William G. Cochran · Biometrics · 1954 · 3.7K citations
Comparative analysis of two rates
Olli S. Miettinen, Markku Nurminen · Statistics in Medicine · 1985 · 1.1K citations