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Causality and causal inference in epidemiology: the need for a pluralistic approach

机译:流行病学中的因果关系和因果推论:需要多元化的方法

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摘要

Causal inference based on a restricted version of the potential outcomes approach reasoning is assuming an increasingly prominent place in the teaching and practice of epidemiology. The proposed concepts and methods are useful for particular problems, but it would be of concern if the theory and practice of the complete field of epidemiology were to become restricted to this single approach to causal inference. Our concerns are that this theory restricts the questions that epidemiologists may ask and the study designs that they may consider. It also restricts the evidence that may be considered acceptable to assess causality, and thereby the evidence that may be considered acceptable for scientific and public health decision making. These restrictions are based on a particular conceptual framework for thinking about causality. In Section 1, we describe the characteristics of the restricted potential outcomes approach (RPOA) and show that there is a methodological movement which advocates these principles, not just for solving particular problems, but as ideals for which epidemiology as a whole should strive. In Section 2, we seek to show that the limitation of epidemiology to one particular view of the nature of causality is problematic. In Section 3, we argue that the RPOA is also problematic with regard to the assessment of causality. We argue that it threatens to restrict study design choice, to wrongly discredit the results of types of observational studies that have been very useful in the past and to damage the teaching of epidemiological reasoning. Finally, in Section 4 we set out what we regard as a more reasonable ‘working hypothesis’ as to the nature of causality and its assessment: pragmatic pluralism.
机译:基于流行病学方法的潜在结果的受限版本的因果推断在流行病学的教学和实践中正处于日益重要的地位。所提出的概念和方法对于特定问题很有用,但是如果将整个流行病学领域的理论和实践限制在这种因果推理的单一方法上,那将是令人关注的问题。我们担心的是,该理论限制了流行病学家可能提出的问题以及他们可能考虑的研究设计。它还限制了可以评估因果关系的证据,从而限制了科学和公共卫生决策中可以接受的证据。这些限制基于思考因果关系的特定概念框架。在第1节中,我们描述了潜在潜在结局方法(RPOA)的特征,并表明存在一种方法论运动,倡导这些原则,不仅是解决特定问题,而且是整个流行病学应为之奋斗的理想。在第2节中,我们试图表明,流行病学对因果关系本质的一种特定观点的局限性是有问题的。在第3节中,我们认为RPOA在因果关系评估方面也存在问题。我们认为,这可能会限制研究设计的选择,错误地抹杀过去非常有用的观察研究类型的结果,并损害流行病学推理的教学。最后,在第4节中,我们就因果关系及其评估的性质提出了我们认为更合理的“可行假设”:实用多元主义。

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