articleMedical Decision MakingOct 26, 2012BRONZE OA

Evidence Synthesis for Decision Making 2

University of Leicester · University of Bristol

PubMed
Indexed incrossrefpubmed

Abstract

We set out a generalized linear model framework for the synthesis of data from randomized controlled trials. A common model is described, taking the form of a linear regression for both fixed and random effects synthesis, which can be implemented with normal, binomial, Poisson, and multinomial data. The familiar logistic model for meta-analysis with binomial data is a generalized linear model with a logit link function, which is appropriate for probability outcomes. The same linear regression framework can be applied to continuous outcomes, rate models, competing risks, or ordered category outcomes by using other link functions, such as identity, log, complementary log-log, and probit link functions. The…

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1,203
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48.60
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100%
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Authors

4

Topics & keywords

Keywords
  • Deviance information criterion
  • Deviance (statistics)
  • Computer science
  • Generalized linear model
  • Binomial regression
  • Linear model
  • Logit
  • Econometrics
UN Sustainable Development Goals
  • Peace, Justice and strong institutions
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