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因果推断中的类比:重新思考奥斯汀·布拉德福德·希尔被忽视的考虑因素。

Analogy in causal inference: rethinking Austin Bradford Hill's neglected consideration.

机构信息

DLW Consulting Services LLC, Salt Lake City, UT; Department of Family and Preventive Medicine, University of Utah, Salt Lake City.

出版信息

Ann Epidemiol. 2018 May;28(5):343-346. doi: 10.1016/j.annepidem.2018.03.004. Epub 2018 Mar 12.

DOI:10.1016/j.annepidem.2018.03.004
PMID:29609873
Abstract

The purpose of this article was to rethink and resurrect Austin Bradford Hill's "criterion" of analogy as an important consideration in causal inference. In epidemiology today, analogy is either completely ignored (e.g., in many textbooks), or equated with biologic plausibility or coherence, or aligned with the scientist's imagination. None of these examples, however, captures Hill's description of analogy. His words suggest that there may be something gained by contrasting two bodies of evidence, one from an established causal relationship, the other not. Coupled with developments in the methods of systematic assessments of evidence-including but not limited to meta-analysis-analogy can be restructured as a key component in causal inference. This new approach will require that a collection-a library-of known cases of causal inference (i.e., bodies of evidence involving established causal relationships) be developed. This library would likely include causal assessments by organizations such as the International Agency for Research on Cancer, the National Toxicology Program, and the United States Environmental Protection Agency. In addition, a process for describing key features of a causal relationship would need to be developed along with what will be considered paradigm cases of causation. Finally, it will be important to develop ways to objectively compare a "new" body of evidence with the relevant paradigm case of causation. Analogy, along with all other existing methods and causal considerations, may improve our ability to identify causal relationships.

摘要

本文旨在重新思考和复活奥斯汀·布拉德福德·希尔(Austin Bradford Hill)的“类比标准”,将其作为因果推断中的一个重要考虑因素。在当今的流行病学中,类比要么完全被忽视(例如,在许多教科书中),要么等同于生物学上的合理性或一致性,要么与科学家的想象力一致。然而,这些例子都没有捕捉到希尔对类比的描述。他的话表明,通过对比两个证据体,一个来自已建立的因果关系,另一个不是,可能会有一些收获。结合系统评估证据的方法的发展——包括但不限于荟萃分析——类比可以被重新构建为因果推断的关键组成部分。这种新方法将要求开发一个已知因果推断案例的集合——即涉及已建立因果关系的证据体的图书馆。这个图书馆可能包括国际癌症研究机构、国家毒理学计划和美国环境保护署等组织的因果评估。此外,需要开发一种描述因果关系关键特征的方法,并考虑因果关系的范例案例。最后,重要的是要开发出将“新”证据体与相关的因果关系范例进行客观比较的方法。类比以及所有其他现有的方法和因果考虑因素,都可能提高我们识别因果关系的能力。

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Analogy in causal inference: rethinking Austin Bradford Hill's neglected consideration.因果推断中的类比:重新思考奥斯汀·布拉德福德·希尔被忽视的考虑因素。
Ann Epidemiol. 2018 May;28(5):343-346. doi: 10.1016/j.annepidem.2018.03.004. Epub 2018 Mar 12.
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引用本文的文献

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Commentary: On the reliability of causal claims.评论:论因果关系断言的可靠性。
Glob Epidemiol. 2022 Oct 17;4:100087. doi: 10.1016/j.gloepi.2022.100087. eCollection 2022 Dec.
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Causal Criteria in Medical and Biological Disciplines: History, Essence, and Radiation Aspects. Report 4, Part 1: The Post-Hill Criteria and Ecolgoical Criteria.医学与生物学科中的因果标准:历史、本质及辐射方面。报告4,第1部分:希尔后标准与生态学标准。
Biol Bull Russ Acad Sci. 2022;49(12):2423-2466. doi: 10.1134/S1062359022120068. Epub 2023 Feb 22.
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Assessing causality in epidemiology: revisiting Bradford Hill to incorporate developments in causal thinking.
评估流行病学中的因果关系:重新审视布拉德福·希尔的观点,纳入因果思维的发展。
Eur J Epidemiol. 2021 Sep;36(9):873-887. doi: 10.1007/s10654-020-00703-7. Epub 2020 Dec 16.