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metapack:一个用于贝叶斯荟萃分析和网络荟萃分析的R包,具有统一的公式接口。

metapack: An R Package for Bayesian Meta-Analysis and Network Meta-Analysis with a Unified Formula Interface.

作者信息

Lim Daeyoung, Chen Ming-Hui, Ibrahim Joseph G, Kim Sungduk, Shah Arvind K, Lin Jianxin

机构信息

University of Connecticut, 215 Glenbrook Rd. U-4120 Storrs, CT 06269-4120, United States.

University of North Carolina, 3109 McGavran-Greenberg Hall CB #7420 Chapel Hill, NC 27599, United States.

出版信息

R J. 2022 Sep;14(3):142-161. doi: 10.32614/rj-2022-047. Epub 2022 Dec 19.

Abstract

Meta-analysis, a statistical procedure that compares, combines, and synthesizes research findings from multiple studies in a principled manner, has become popular in a variety of fields. Meta-analyses using study-level (or equivalently ) data are of particular interest due to data availability and modeling flexibility. In this paper, we describe an R package that introduces a unified formula interface for both meta-analysis and network meta-analysis. The user interface-and therefore the package-allows flexible variance-covariance modeling for multivariate meta-analysis models and univariate network meta-analysis models. Complicated computing for these models has prevented their widespread adoption. The package also provides functions to generate relevant plots and perform statistical inferences like model assessments. Use cases are demonstrated using two real data sets contained in .

摘要

元分析是一种以有原则的方式比较、合并和综合来自多项研究的研究结果的统计程序,已在各种领域中流行起来。由于数据可用性和建模灵活性,使用研究水平(或等效)数据的元分析尤其受到关注。在本文中,我们描述了一个R包,它为元分析和网络元分析引入了统一的公式接口。用户界面——以及因此该包——允许对多变量元分析模型和单变量网络元分析模型进行灵活的方差协方差建模。这些模型的复杂计算阻碍了它们的广泛采用。该包还提供了生成相关图和执行诸如模型评估等统计推断的函数。使用包含在 中的两个真实数据集展示了用例。

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