量化受资助研究工作的影响

S. Stamou, Paraskevi Tzekou, Nikos Zotos
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引用次数: 3

摘要

许多科学出版物讨论了由投资研究的机构资助的工作。我们将这些出版物称为资助研究作品。在本文中,我们试图捕捉资助研究工作的影响,以帮助资助机构评估他们在确定最佳研究工作方面的功效。为了实现我们的目标,我们首先需要一种自动识别与资助研究相对应的出版物的方法。我们提出的方法利用NLP技术来识别出版物内容中对财务支持的确认。包含财政支持致谢的出版物被视为资助作品。在确定资助研究文章之后,我们通过考虑其引用次数,新鲜度以及出版地点的影响来量化其影响力。将我们的方法应用于一些出版物表明,尽管资助的研究文章占科学出版物的近23%,但与非资助出版物的平均影响力相比,它们的平均影响力有所增加。我们的研究结果表明,对研究的投资产生了显著的成果,资助机构在判断研究工作的潜在影响方面是有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantifying the impact of funded research works
A number of scientific publications discuss works that have been financially supported by agencies that invest in research. We refer to those publications as funded research works. In this paper, we try to capture the impact of funded research works, in order to assist funding agencies evaluate their efficacy in identifying the best research efforts. To accomplish our goal, we firstly need a method that automatically identifies publications that correspond to funded research. Our proposed method leverages NLP techniques in order to identify acknowledgments of financial support in the publications' content. Publications containing acknowledgments of financial support are deemed as funded works. Following the identification of funded research articles, we quantify their impact by considering the number of their citations, their freshness as well as the impact of their publication venue. The application of our method to a number of publications reveals that although funded research articles account to nearly 23% of the scientific publications, their average impact is increased compared to the average impact of non-funded publications. Our findings suggest that investments made on research deliver significant results and that funding agencies are effective in judging the potential impact of research efforts.
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