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因果关系的考虑因素可以为医学注册研究中令人惊讶的关联提供解释。

Causal Considerations Can Inform the Interpretation of Surprising Associations in Medical Registries.

机构信息

Hematology and Medical Oncology Department, Hospital Universitario Morales Meseguer, UMU, IMIB, Murcia, Spain.

Medical Oncology Department, Hospital Universitario Central de Asturias, ISPA, Oviedo, Spain.

出版信息

Cancer Invest. 2022 Jan;40(1):1-13. doi: 10.1080/07357907.2021.1999971. Epub 2021 Nov 25.

Abstract

An exploratory analysis of registry data from 2437 patients with advanced gastric cancer revealed a surprising association between astrological birth signs and overall survival (OS) with  = 0.01. After dichotomizing or changing the reference sign, -values <0.05 were observed for several birth signs following adjustments for multiple comparisons. Bayesian models with moderately skeptical priors still pointed to these associations. A more plausible causal model, justified by contextual knowledge, revealed that these associations arose from the astrological sign association with seasonality. This case study illustrates how causal considerations can guide analyses through what would otherwise be a hopeless maze of statistical possibilities.

摘要

对 2437 例晚期胃癌患者的注册数据进行探索性分析,结果显示,星座与总生存期(OS)之间存在惊人的关联,=0.01。在对多个出生星座进行二分法或更改参考星座后,在进行多次比较调整后,观察到几个出生星座的 -值<0.05。具有适度怀疑先验的贝叶斯模型仍然指向这些关联。一个更合理的因果模型,由上下文知识证明,表明这些关联是由星座与季节性的关联引起的。这个案例研究说明了因果考虑如何通过否则可能是统计可能性的无望迷宫来指导分析。

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