功能食品前后设计处理效果评价的变化点回归模型

Shiori Kobuna, Kohsuke Hayamizu
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引用次数: 0

摘要

在功能性食品的干预研究中,研究人群通常是一组混合的健康人群和/或不太健康但不完全患病的人群。对于这样的异质性人群,我们提出了一种基于变化点回归模型(CPRM)的替代方法来评估膳食补充剂和功能食品的功效。CPRM可以在没有分层或亚组分析的情况下进行。采用基于赤池信息准则的轮廓似然方法,可以方便地使用标准统计软件进行推断。将该方法应用于骨骼肌比例研究数据,并与传统方法进行了比较,证明了该方法的优越性。关键词:变点回归模型;临床试验;膳食补充剂;另类投资会议
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Change Point Regression Model for Treatment Effects Estimation of Functional Foods in a Pre-Post Design
In an intervention study for functional foods, the study population is often a mixed group of healthy individuals and/or those who are not so healthy but are not definitely disease. For such heterogeneous populations, we propose an alternative approach for evaluating the efficacy of dietary supplements and functional foods based on a changepoint regression model (CPRM). The CPRM can be performed without stratified or subgroup analysis. By using profile likelihood methods based on the Akaike information criterion, inferences can made easily using standard statistical software. The proposed method was applied to skeletal muscle ratio study data, and the merit of the proposed method was demonstrated by comparing it with the conventional method. Keywords: Change point regression model Clinical trial; Dietary supplements; AIC
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