bcmixed: A Package for Median Inference on Longitudinal Data with the Box-Cox Transformation

被引:0
|
作者
Maruo, Kazushi [1 ]
Ishii, Ryota [1 ,2 ]
Yamaguchi, Yusuke [3 ]
Gosho, Masahiko [1 ]
机构
[1] Univ Tsukuba, Fac Med, Dept Biostat, 1-1-1 Tennodai, Tsukuba, Ibaraki, Japan
[2] Keio Univ Hosp, Biostat Unit, Clin & Translat Res Ctr, Tokyo, Japan
[3] Astellas Pharma Inc, Data Sci, Dev, Chuo Ku, 2-5-1 Nihonbashi Honcho, Tokyo, Japan
来源
R JOURNAL | 2021年 / 13卷 / 02期
关键词
TESTS; MODEL;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This article illustrates the use of the bcmixed package and focuses on the two main functions: bcmarg and bcmmrm. The bcmarg function provides inference results for a marginal model of a mixed effect model using the Box-Cox transformation. The bcmmrm function provides model median inferences based on the mixed effect models for repeated measures analysis using the Box-Cox transformation for longitudinal randomized clinical trials. Using the bcmmrm function, analysis results with high power and high interpretability for treatment effects can be obtained for longitudinal randomized clinical trials with skewed outcomes. Further, the bcmixed package provides summarizing and visualization tools, which would be helpful to write clinical trial reports.
引用
收藏
页码:253 / 265
页数:13
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