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Don't let the truth get in the way of a good story: An illustration of citation bias in epidemiologic research

机译:不要让真相成为好故事:流行病学研究中的引文偏倚说明

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摘要

The production of scientific knowledge is susceptible to bias at every stage of the process, from what questions are asked by the investigator, to which method is chosen to gather data, to which analyses are conducted (e.g., "P-hacking," wherein the method of statistical analysis and the degrees of freedom are manipulated until they yield statistically significant results) (1). Even after completion of a study, authors sometimes choose not to submit their work for publication because they are not satisfied with the results (i.e., the "file drawer" problem) (1), or they encounter difficulties with getting results published because of reviewer or editorial bias ("publication bias"). Although prepublication biases have been well described in epidemiologic textbooks, postpublication biases, such as selective citation, have been less well documented. "Citation bias" occurs when scientists selectively cite papers based upon risk estimates that conform to their preconceived notions (5). When researchers have a bias in favor of "X causing Y," they are more likely to cite papers that found evidence to support their view. Conversely, when researchers harbor a bias against a hypothesized association, they may selectively cite papers that report null findings.
机译:科学知识的产生在过程的每个阶段都容易产生偏差,从调查人员提出哪些问题,选择哪种方法收集数据,进行哪些分析(例如“ P-hacking”,其中运用统计分析方法和自由度,直到产生统计上显着的结果为止(1)。即使完成研究,作者有时还是会选择不提交结果,因为他们对结果不满意(即“文件抽屉”问题)(1),或者由于审阅者而难以发表结果或编辑偏见(“出版偏见”)。尽管在流行病学教科书中已经很好地描述了出版前的偏见,但对出版后的偏见(例如选择性引用)的文献报道却很少。当科学家根据符合其先入之见的风险估计来选择性地引用论文时,就会发生“引用偏差”(5)。当研究人员倾向于使用“ X引起Y”时,他们更有可能引用那些发现证据支持其观点的论文。相反,当研究人员对假设的关联有偏见时,他们可能会选择性地引用那些报告无效发现的论文。

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