Suppr超能文献

随机试验生长曲线建模的初始状态

Initial Status in Growth Curve Modeling for Randomized Trials.

作者信息

Chou Chih-Ping, Chi Felicia, Weisner Constance, Pentz Maryann, Hser Yih-Ing

出版信息

J Drug Issues. 2010 Dec;40(1):155-172. doi: 10.1177/002204261004000109.

Abstract

The growth curve modeling (GCM) technique has been widely adopted in longitudinal studies to investigate progression over time. The simplest growth profile involves two growth factors, initial status (intercept) and growth trajectory (slope). Conventionally, all repeated measures of outcome are included as components of the growth profile, and the first measure is used to reflect the initial status. Selection of the initial status, however, can greatly influence study findings, especially for randomized trials. In this article, we propose an alternative GCM approach involving only post-intervention measures in the growth profile and treating the first wave after intervention as the initial status. We discuss and empirically illustrate how choices of initial status may influence study conclusions in addressing research questions in randomized trials using two longitudinal studies. Data from two randomized trials are used to illustrate that the alternative GCM approach proposed in this article offers better model fitting and more meaningful results.

摘要

生长曲线建模(GCM)技术已在纵向研究中被广泛采用,以调查随时间的进展情况。最简单的生长概况涉及两个生长因素,即初始状态(截距)和生长轨迹(斜率)。按照惯例,所有重复的结局测量值都被纳入生长概况的组成部分,且首次测量值用于反映初始状态。然而,初始状态的选择会极大地影响研究结果,尤其是对于随机试验而言。在本文中,我们提出了一种替代性的GCM方法,该方法在生长概况中仅涉及干预后的测量值,并将干预后的第一波测量视为初始状态。我们通过两项纵向研究,讨论并实证说明了初始状态的选择在解决随机试验中的研究问题时可能如何影响研究结论。来自两项随机试验的数据用于说明本文提出的替代性GCM方法能提供更好的模型拟合和更有意义的结果。

相似文献

1
6
The future of Cochrane Neonatal.考克兰新生儿协作网的未来。
Early Hum Dev. 2020 Nov;150:105191. doi: 10.1016/j.earlhumdev.2020.105191. Epub 2020 Sep 12.
7
A new way for handling mobility in longitudinal data.处理纵向数据中流动性的一种新方法。
J Appl Stat. 2019 Dec 18;47(11):2081-2096. doi: 10.1080/02664763.2019.1704224. eCollection 2020.
10
Right-sizing statistical models for longitudinal data.为纵向数据调整统计模型的规模。
Psychol Methods. 2015 Dec;20(4):470-88. doi: 10.1037/met0000037. Epub 2015 Aug 3.

本文引用的文献

2
Short-term alcohol and drug treatment outcomes predict long-term outcome.
Drug Alcohol Depend. 2003 Sep 10;71(3):281-94. doi: 10.1016/s0376-8716(03)00167-4.
3
Misunderstanding analysis of covariance.协方差的误解分析
J Abnorm Psychol. 2001 Feb;110(1):40-8. doi: 10.1037//0021-843x.110.1.40.
6
Putting the individual back into individual growth curves.将个体放回个体生长曲线中。
Psychol Methods. 2000 Mar;5(1):23-43. doi: 10.1037/1082-989x.5.1.23.
10
Comparative fit indexes in structural models.结构模型中的比较拟合指数。
Psychol Bull. 1990 Mar;107(2):238-46. doi: 10.1037/0033-2909.107.2.238.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验