How reproducible and reliable is geophysical research?

Mark Ireland, Guillermo Algarabel, Michael Steventon, Marcus Munafò
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Abstract

Geophysical research frequently makes use of agreed-upon methodologies, formally published software, and bespoke code to process and analyse data. The reliability and repeatability of these methods is vital in maintaining the integrity of research findings and thereby avoiding the dissemination of unreliable results. In recent years there has been increased attention on aspects of reproducibility, which includes data availability, across scientific disciplines. This review considers aspects of reproducibility of geophysical studies relating to their publication in peer reviewed journals. For 100 geophysics journals it considers the extent to which reproducibility in geophysics is the focus of published literature. For 20 geophysical journals it considers a) journal policies on the requirements for providing code, software, and data for submission; and b) the availability of data and software associated for 200 published journal articles. The findings show that: 1) between 1991 and 2021 there were 72 articles with reproducibility in the title and 417 with reliability, with an overall increase in the number of articles with reproducibility or reliability as the subject over the same period; 2) while 60% of journals have a definition of research data, only 20% of journals have a requirement for a data availability statement; and 3) despite ~86% of sampled journal articles including a data availability statement, only 54% of articles have the original data accessible via data repositories or web servers, and only 49% of articles name software used. It is suggested that despite journals and authors working towards improving the availability of data and software, frequently they are not identified, or easily accessible, therefore limiting the possibility of reproducing studies.
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地球物理研究的可重复性和可靠性如何?
地球物理研究经常使用商定的方法、正式发布的软件和定制的代码来处理和分析数据。这些方法的可靠性和可重复性对于保持研究结果的完整性,从而避免传播不可靠的结果至关重要。近年来,人们越来越关注可重复性方面,其中包括跨科学学科的数据可用性。这篇综述考虑了地球物理研究在同行评议期刊上发表的可重复性。对于100种地球物理学期刊,它考虑了地球物理学的可重复性是发表文献的焦点的程度。对于20种地球物理期刊,它考虑a)期刊政策关于提供代码、软件和提交数据的要求;b)与200篇已发表期刊文章相关的数据和软件的可用性。结果表明:1)1991 - 2021年,标题具有可重复性的文献有72篇,可靠性的文献有417篇,具有可重复性或可靠性的文献在同一时期整体呈增加趋势;2)虽然60%的期刊有研究数据的定义,但只有20%的期刊有数据可用性声明的要求;3)尽管约86%的样本期刊文章包含数据可用性声明,但只有54%的文章可以通过数据存储库或网络服务器访问原始数据,只有49%的文章使用了命名软件。这表明,尽管期刊和作者致力于改善数据和软件的可用性,但它们经常无法被识别或容易获得,因此限制了复制研究的可能性。
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