Balancing scores and causal diagrams.

IF 5.9 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Mohammad Ali Mansournia, Maryam Nazemipour, Mahyar Etminan
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引用次数: 0

Abstract

Background: The propensity score (PS) is the probability of exposure given the confounders and the disease risk score (DRS) is the probability of disease given confounders and the exposure, setting the exposure to a fixed value. PS and DRS are balancing scores and frequently used for confounding adjustment, especially in the presence of high-dimensional confounding.

Methods: Here, we use causal diagrams to present the role of PS and DRS in confounding adjustment.

Results: We graphically show the balancing properties of theoretical PS and DRS: conditional on PS, the exposure is independent of the confounders, and conditional on DRS, the potential outcome under no exposure is independent of the confounders. Moreover, we illustrate how PS and DRS can be used in the analysis for confounding adjustment.

Conclusion: Causal diagrams can help researchers to better understand confounding adjustment by using PS and DRS.

平衡分数和因果关系图。
背景:倾向评分(PS)是给定混杂因素的暴露概率,疾病风险评分(DRS)是给定混杂因素和暴露的疾病概率,将暴露设定为固定值。PS和DRS是平衡分数,经常用于混淆调整,特别是在存在高维混淆的情况下。方法:本文采用因果关系图说明PS和DRS在混淆校正中的作用。结果:我们用图形显示了理论PS和DRS的平衡特性:以PS为条件,暴露与混杂因素无关;以DRS为条件,不暴露下的潜在结果与混杂因素无关。此外,我们还说明了PS和DRS如何用于混杂平差分析。结论:因果图可以帮助研究者更好地理解PS和DRS的混杂调整。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
International journal of epidemiology
International journal of epidemiology 医学-公共卫生、环境卫生与职业卫生
CiteScore
13.60
自引率
2.60%
发文量
226
审稿时长
3 months
期刊介绍: The International Journal of Epidemiology is a vital resource for individuals seeking to stay updated on the latest advancements and emerging trends in the field of epidemiology worldwide. The journal fosters communication among researchers, educators, and practitioners involved in the study, teaching, and application of epidemiology pertaining to both communicable and non-communicable diseases. It also includes research on health services and medical care. Furthermore, the journal presents new methodologies in epidemiology and statistics, catering to professionals working in social and preventive medicine. Published six times a year, the International Journal of Epidemiology provides a comprehensive platform for the analysis of data. Overall, this journal is an indispensable tool for staying informed and connected within the dynamic realm of epidemiology.
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