Traceability between published scientific breakthroughs and their implementation is essential, especially in the case of open-source scientific software which implements bleeding-edge science in its code. However, aligning the link between GitHub repositories and academic papers can prove difficult, and the current practice of establishing and maintaining such links remains unknown. This paper investigates the role of academic paper references contained in these repositories. We conduct a large-scale study of 20 thousand GitHub repositories that make references to academic papers. We use a mixed-methods approach to identify public access, traceability and evolutionary aspects of the links. Although referencing a paper is not typical, we find that a vast majority of referenced academic papers are public access. These repositories tend to be affiliated with academic communities. More than half of the papers do not link back to any repository. We find that academic papers from top-tier SE venues are not likely to reference a repository, but when they do, they usually link to a GitHub software repository. In a network of arXiv papers and referenced repositories, we find that the most referenced papers are (i) highly-cited in academia and (ii) are referenced by repositories written in different programming languages.
翻译:出版的科学突破及其实施之间的可追溯性至关重要,特别是在使用源源开放的科学软件在其代码中运用出血的尖端科学,但将GitHub储存库和学术论文之间的联系结合起来可能证明是困难的,而目前建立和维护这种联系的做法仍然不为人所知。本文调查了这些储存库中学术论文参考的作用。我们对20 000 GitHub储存库进行了大规模研究,该数据库参考了学术论文。我们采用混合方法确定这些链接的公共存取、可追溯性和进化方面。我们发现,尽管引用的文件并非典型,但绝大多数参考的学术论文都是公开存取的。这些文献库往往与学术界有联系。一半以上的文件并不与任何储存库有联系。我们发现,来自SE顶层的学术论文不太可能参考存放库,但当它们参考了学术文献库时,通常与GitHub软件储存库有联系。在ArXiv文件和参考储存库的网络中,我们发现,最参考的文件(i)在学术界有高度引用,并且(ii)以不同编程语言查阅。