Conducting Meta-Analyses in R with the metafor Package

IF 14.3 2区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
W. Viechtbauer
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引用次数: 11838

Abstract

The metafor package provides functions for conducting meta-analyses in R. The package includes functions for fitting the meta-analytic fixed- and random-effects models and allows for the inclusion of moderators variables (study-level covariates) in these models. Meta-regression analyses with continuous and categorical moderators can be conducted in this way. Functions for the Mantel-Haenszel and Peto's one-step method for meta-analyses of 2 x 2 table data are also available. Finally, the package provides various plot functions (for example, for forest, funnel, and radial plots) and functions for assessing the model fit, for obtaining case diagnostics, and for tests of publication bias.
使用元包在R中进行元分析
元软件包提供了在r中进行元分析的功能。该软件包包括用于拟合元分析固定效应和随机效应模型的功能,并允许在这些模型中包含调节变量(研究水平协变量)。具有连续调节因子和分类调节因子的元回归分析可以用这种方式进行。Mantel-Haenszel和Peto的2 × 2表数据荟萃分析的一步法函数也可用。最后,该软件包提供了各种绘图函数(例如,森林图、漏斗图和径向图)和用于评估模型拟合、获得病例诊断和发表偏倚测试的函数。
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来源期刊
Journal of Statistical Software
Journal of Statistical Software 工程技术-计算机:跨学科应用
CiteScore
10.70
自引率
1.70%
发文量
40
审稿时长
6-12 weeks
期刊介绍: The Journal of Statistical Software (JSS) publishes open-source software and corresponding reproducible articles discussing all aspects of the design, implementation, documentation, application, evaluation, comparison, maintainance and distribution of software dedicated to improvement of state-of-the-art in statistical computing in all areas of empirical research. Open-source code and articles are jointly reviewed and published in this journal and should be accessible to a broad community of practitioners, teachers, and researchers in the field of statistics.
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