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Redundant causation from a sufficient cause perspective

机译:从充分的原因角度考虑冗余因果关系

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摘要

Sufficient causes of disease are redundant when an individual acquires the components of two or more sufficient causes. In this circumstance, the individual still would have become diseased even if one of the sufficient causes had not been acquired. In the context of a study, when any individuals acquire components of more than one sufficient cause over the observation period, the etiologic effect of the exposure (defined as the absolute or relative difference between the proportion of the exposed who develop the disease by the end of the study period and the proportion of those individuals who would have developed the disease at the moment they did even in the absence of the exposure) may be underestimated. Even in the absence of confounding and bias, the observed effect estimate represents only a subset of the etiologic effect. This underestimation occurs regardless of the measure of effect used.To some extent, redundancy of sufficient causes is always present, and under some circumstances, it may make a true cause of disease appear to be not causal. This problem is particularly relevant when the researcher's goal is to characterize the universe of sufficient causes of the disease, identify risk factors for targeted interventions, or construct causal diagrams. In this paper, we use the sufficient component cause model and the disease response type framework to show how redundant causation arises and the factors that determine the extent of its impact on epidemiologic effect measures.
机译:当个人获得两个或更多充分原因的组成部分时,充分的疾病原因是多余的。在这种情况下,即使没有找到足够的原因之一,个人仍然会生病。在一项研究的背景下,当任何个体在观察期内获得超过一个以上充分原因的成分时,暴露的病因学效应(定义为到最终患病的暴露者所占比例之间的绝对或相对差异)可能低估了研究时间的比例以及即使在没有暴露的情况下就已经患上该疾病的那些人的比例)。即使没有混淆和偏见,观察到的效果估计也仅代表病因效果的一部分。这种低估的发生与所使用的效果度量无关。在某种程度上,总是存在足够原因的冗余,并且在某些情况下,它可能使疾病的真正原因似乎并非因果关系。当研究人员的目标是表征疾病的充分原因,确定针对性干预措施的风险因素或构建因果关系图时,此问题尤其重要。在本文中,我们使用足够的成因模型和疾病反应类型框架来显示冗余因果关系的产生以及决定其对流行病学影响措施影响程度的因素。

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