平衡得分和因果关系图.
Mohammad Ali Mansournia1, Maryam Nazemipour1, Mahyar Etminan2
1Department of Epidemiology and Biostatistics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran.
International journal of epidemiology
|July 7, 2025
概括
倾向分数 (PS) 和疾病风险分数 (DRS) 是用于混调整的平衡分数. 因果图在视觉上展示了它们在确保暴露,混因素和结果之间的独立性方面的作用.
科学领域:
- 流行病学 流行病学
- 生物统计学 生物统计学
- 因果推理因果推理
背景情况:
- 倾向性得分 (PS) 估计了给定混因素的暴露概率.
- 疾病风险得分 (DRS) 估计了给定混因素和固定暴露的疾病概率.
- 无论PS还是DRS都是平衡得分,对于混调整至关重要,特别是在高维混器中.
研究的目的:
- 阐明PS和DRS在混调整中的功能.
- 用因果图来对这些概念进行图形表示.
主要方法:
- 使用因果图来说明PS和DRS的理论性质.
- 在统计分析中展示PS和DRS的应用,以进行混调整.
主要成果:
- 图形描绘平衡性质:取决于PS,曝光独立于混因素.
- 这表明,根据DRS的条件,在没有暴露的情况下的潜在结果是独立于混因素的.
- 展示在分析中使用PS和DRS的实际方法.
结论:
- 因果图为理解混调整提供了清晰的可视化.
- 研究人员可以通过因果图来提高他们对PS和DRS实用性的理解.
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