评估水文学和水资源领域的数据可用性和研究可重复性。
Assessing data availability and research reproducibility in hydrology and water resources.
机构信息
Utah State University, Department of Civil and Environmental Engineering and Utah Water Research Laboratory, Logan, UT 84321, USA.
The Ohio State University, Department of Civil, Environmental and Geodetic Engineering, Columbus, OH 43210, USA.
出版信息
Sci Data. 2019 Feb 26;6:190030. doi: 10.1038/sdata.2019.30.
There is broad interest to improve the reproducibility of published research. We developed a survey tool to assess the availability of digital research artifacts published alongside peer-reviewed journal articles (e.g. data, models, code, directions for use) and reproducibility of article results. We used the tool to assess 360 of the 1,989 articles published by six hydrology and water resources journals in 2017. Like studies from other fields, we reproduced results for only a small fraction of articles (1.6% of tested articles) using their available artifacts. We estimated, with 95% confidence, that results might be reproduced for only 0.6% to 6.8% of all 1,989 articles. Unlike prior studies, the survey tool identified key bottlenecks to making work more reproducible. Bottlenecks include: only some digital artifacts available (44% of articles), no directions (89%), or all artifacts available but results not reproducible (5%). The tool (or extensions) can help authors, journals, funders, and institutions to self-assess manuscripts, provide feedback to improve reproducibility, and recognize and reward reproducible articles as examples for others.
人们普遍希望提高已发表研究成果的可重复性。我们开发了一种调查工具,用于评估同行评审期刊文章(例如数据、模型、代码、使用说明)中附带的数字研究成果的可用性和文章结果的可重复性。我们使用该工具评估了 2017 年六本水文学和水资源期刊发表的 1989 篇文章中的 360 篇。与其他领域的研究一样,我们仅使用可用的研究成果复制了一小部分文章(已测试文章的 1.6%)的结果。我们估计,在 1989 篇文章中,有 95%的信心可以复制结果,仅为 0.6%至 6.8%。与先前的研究不同,该调查工具确定了使工作更具可重复性的关键瓶颈。这些瓶颈包括:只有部分数字成果可用(44%的文章)、没有说明(89%)或所有成果都可用但结果不可复制(5%)。该工具(或扩展)可以帮助作者、期刊、资助者和机构对稿件进行自我评估,提供反馈以提高可重复性,并认可和奖励可复制的文章作为其他文章的范例。