论文标题

出版物选择偏向医学,环境科学,心理学和经济学的偏差偏见

Footprint of publication selection bias on meta-analyses in medicine, environmental sciences, psychology, and economics

论文作者

Bartoš, František, Maier, Maximilian, Wagenmakers, Eric-Jan, Nippold, Franziska, Doucouliagos, Hristos, Ioannidis, John P. A., Otte, Willem M., Sladekova, Martina, Deresssa, Teshome K., Bruns, Stephan B., Fanelli, Daniele, Stanley, T. D.

论文摘要

出版选择偏见破坏了系统积累的证据。为了评估该问题的程度,我们调查了超过68,000个荟萃分析,其中包含来自药物(67,386/597,699),环境科学(199/12,707),心理学(605/23,563)和经济学(327/91,421)的700,000多个效应尺寸估计。我们的结果表明,经济学中的荟萃分析是最严重的出版物选择偏见,紧随其后的是环境科学和心理学中的荟萃分析,而医学中的荟萃分析的污染最少。在调整了出版选择偏见之后,出现影响的中位数可能从99.9%降低到经济学的29.7%,从98.9%到55.7%,从99.8%到70.7%,至70.7%,从38.0%,医学中的38.0%至29.7%。绝对效应大小(就标准化平均差异而言)从d = 0.20降低到经济学的d = 0.07,从d = 0.37到心理学的d = 0.26,从d = 0.62到d = 0.43,从d = 0.43,从d = 0.24到医学中的d = 0.24到d = 0.13。

Publication selection bias undermines the systematic accumulation of evidence. To assess the extent of this problem, we survey over 68,000 meta-analyses containing over 700,000 effect size estimates from medicine (67,386/597,699), environmental sciences (199/12,707), psychology (605/23,563), and economics (327/91,421). Our results indicate that meta-analyses in economics are the most severely contaminated by publication selection bias, closely followed by meta-analyses in environmental sciences and psychology, whereas meta-analyses in medicine are contaminated the least. After adjusting for publication selection bias, the median probability of the presence of an effect decreased from 99.9% to 29.7% in economics, from 98.9% to 55.7% in psychology, from 99.8% to 70.7% in environmental sciences, and from 38.0% to 29.7% in medicine. The median absolute effect sizes (in terms of standardized mean differences) decreased from d = 0.20 to d = 0.07 in economics, from d = 0.37 to d = 0.26 in psychology, from d = 0.62 to d = 0.43 in environmental sciences, and from d = 0.24 to d = 0.13 in medicine.

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