Publication selection bias undermines the systematic accumulation of evidence. To assess the extent of this problem, we survey over 26,000 meta-analyses containing more than 800,000 effect size estimates from medicine, economics, and psychology. Our results indicate that meta-analyses in economics are the most severely contaminated by publication selection bias, closely followed by meta-analyses in psychology, whereas meta-analyses in medicine are contaminated the least. The median probability of the presence of an effect in economics decreased from 99.9% to 29.7% after adjusting for publication selection bias. This reduction was slightly lower in psychology (98.9% $\xrightarrow{}$ 55.7%) and considerably lower in medicine (38.0% $\xrightarrow{}$ 27.5%). The high prevalence of publication selection bias underscores the importance of adopting better research practices such as preregistration and registered reports.
翻译:出版选择偏好破坏了证据的系统积累。 为了评估这一问题的程度,我们调查了超过26,000个元分析,其中载有来自医学、经济学和心理学的80多万份影响规模估计。我们的结果表明,经济学的元分析受到出版物选择偏差的最严重污染,紧随其后的是心理学的元分析,而医学的元分析受污染最小。在调整了出版物选择偏差后,经济中产生影响的中位概率从99.9%下降到29.7%。这种下降在心理学(98.9% $\xrightrolo =55.7%)和医学(38.0% $\xrightrow =27.5% )方面略低一些。 出版物选择偏差的高发生率强调了采用更好的研究做法的重要性,如预先登记和注册报告。