Doing meta-analysis with R : a hands-on guide /

"This book serves as an accessible introduction into how meta-analyses can be conducted in R. Essential steps for meta-analysis are covered, including pooling of outcome measures, forest plots, heterogeneity diagnostics, subgroup analyses, meta-regression, methods to control for publication bia...

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Bibliographic Details
Main Author: Harrer, Mathias (Author)
Format: eBook
Language:English
Published: Boca Raton : CRC Press, [2022]
Edition:First edition.
Subjects:
Online Access:Connect to the full text of this electronic book

MARC

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245 1 0 |a Doing meta-analysis with R :  |b a hands-on guide /  |c Mathias Harrer [and three others]. 
250 |a First edition. 
264 1 |a Boca Raton :  |b CRC Press,  |c [2022] 
264 4 |c ©2022 
300 |a 1 online resource :  |b illustrations 
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505 0 |a Introduction -- Discovering R -- Effect Sizes -- Pooling Effect Sizes -- Between-Study Heterogeneity -- Forest Plots -- Subgroup Analyses -- Meta-Regression -- Publication Bias -- "Multilevel" Meta-Analysis -- Structural Equation Modeling Meta-Analysis -- Network Meta-Analysis -- Bayesian Meta-Analysis -- Power Analysis -- Risk of Bias Plots -- Reporting & Reproducibility -- Effect Size Calculation & Conversion. 
520 |a "This book serves as an accessible introduction into how meta-analyses can be conducted in R. Essential steps for meta-analysis are covered, including pooling of outcome measures, forest plots, heterogeneity diagnostics, subgroup analyses, meta-regression, methods to control for publication bias, risk of bias assessments and plotting tools. Advanced, but highly relevant topics such as network meta-analysis, multi-/three-level meta-analyses, Bayesian meta-analysis approaches, SEM meta-analysis are also covered. A companion R package, dmetar, is introduced in the beginning of the guide. It contains data sets and several helper functions for the meta and metafor package used in the guide"--  |c Provided by publisher. 
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650 0 |a R (Computer program language) 
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650 2 |a Programming Languages. 
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