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πŸ“

Meta-Analysis: Methods for Health and Experimental Studies

✍ Scribed by Shahjahan Khan


Publisher
Springer Singapore;Springer
Year
2020
Tongue
English
Leaves
294
Series
Statistics for Biology and Health
Edition
1st ed.
Category
Library

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✦ Synopsis


This book focuses on performing hands-on meta-analysis using MetaXL, a free add-on to MS Excel. The illustrative examples are taken mainly from medical and health sciences studies, but the generic methods can be used to perform meta-analysis on data from any other discipline. The book adopts a step-by-step approach to perform meta-analyses and interpret the results. Stata codes for meta-analyses are also provided.

All popularly used meta-analytic methods and models – such as the fixed effect model, random effects model, inverse variance heterogeneity model, and quality effect model – are used to find the confidence interval for the effect size measure of independent primary studies and the pooled study. In addition to the commonly used meta-analytic methods for various effect size measures, the book includes special topics such as meta-regression, dose-response meta-analysis, and publication bias.

The main attraction for readers is the book’s simplicity and straightforwardness in conducting actual meta-analysis using MetaXL. Researchers would easily find everything on meta-analysis of any particular effect size in one specific chapter once they could determine the underlying effect measure. Readers will be able to see the results under different models and also will be able to select the correct model to obtain accurate results.

✦ Table of Contents


Front Matter ....Pages i-xiv
Front Matter ....Pages 1-1
Introduction to Systematic Review (Shahjahan Khan)....Pages 3-13
Introduction to Meta-analysis (Shahjahan Khan)....Pages 15-36
Front Matter ....Pages 37-37
Introduction to Ratio Measures (Shahjahan Khan)....Pages 39-53
Meta-analysis of Risk Ratio (Shahjahan Khan)....Pages 55-86
Meta-analysis of Odds Ratio (Shahjahan Khan)....Pages 87-118
Meta-analysis on One Proportion (Shahjahan Khan)....Pages 119-137
Meta-Analysis of Difference of Two Proportions (Shahjahan Khan)....Pages 139-155
Front Matter ....Pages 157-157
Meta-Analysis of Standardized Mean Difference (Shahjahan Khan)....Pages 159-194
Meta-Analysis of Weighted Mean Difference (Shahjahan Khan)....Pages 195-216
Meta-Analysis of Correlation Coefficient (Shahjahan Khan)....Pages 217-239
Front Matter ....Pages 241-241
Meta-Regression (Chang Xu, Suhail A. R. Doi)....Pages 243-254
Publication Bias (Luis Furuya-Kanamori, Suhail A.R. Doi)....Pages 255-265
Dose-Response Meta-Analysis (Chang Xu, Suhail A. R. Doi)....Pages 267-283
Back Matter ....Pages 285-293

✦ Subjects


Statistics; Statistics for Life Sciences, Medicine, Health Sciences; Biostatistics; Research Skills; Research Methodology; Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law


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