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衰弱在生存分析中的影响。

Effects of frailty in survival analysis.

作者信息

Aalen O O

机构信息

University of Oslo, Norway.

出版信息

Stat Methods Med Res. 1994;3(3):227-43. doi: 10.1177/096228029400300303.

Abstract

Unobserved individual heterogeneity, also called frailty, is a major concern in the application of survival analysis. Hazard rates do not give direct information on the change over time in the individual risk, but are strongly influenced by selection effects operating in the population. The individuals surviving up to a certain time will on average be less frail than the original population. Models are reviewed that account for this phenomenon, and some medical examples are discussed. It is emphasized that the frailty phenomenon may be modelled in many different ways, and a stochastic process approach is discussed as an alternative to the common proportional frailty model.

摘要

未观察到的个体异质性,也称为脆弱性,是生存分析应用中的一个主要问题。风险率并未直接提供个体风险随时间变化的信息,而是受到人群中选择效应的强烈影响。活到特定时间的个体平均而言比原始人群的脆弱性更低。本文回顾了考虑这一现象的模型,并讨论了一些医学实例。需要强调的是,脆弱性现象可以用多种不同方式建模,本文讨论了一种随机过程方法作为常见比例脆弱性模型的替代方法。

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