基于引用关系衡量单篇论文的热度转移

IF 3.5 3区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Jianlin Zhou, Jinshan Wu
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引用次数: 0

摘要

科学家关注研究热点是一种普遍现象,这种现象一般可以通过测量新论文的偏好依附度来量化。论文在选择参考文献时也存在类似现象。然而,上述方法并不适用于测量对热点论文的偏好。为了解决这个问题,我们在本文中提出将测量论文对热门论文的偏好转换为计算从论文参考文献中获得的热度。我们提出了一种类似 PageRank 的算法,该算法基于论文之间的引用关系考虑热度传播,从而衡量单篇论文的热度转移。我们将这种方法应用于美国物理学会期刊,并探讨了物理学单篇论文的热度转移表现。结果发现,创新性强的论文,如诺贝尔物理学奖获奖论文,其热度传递程度弱于引用次数相同的论文。我们探讨了与热度转移指标表现相关的因素。我们发现,领域规模或引用次数越大,该领域的热度转移程度可能越强。团队规模和参考文献数量也会影响单篇论文的热度转移程度。最后,我们发现论文的热度转移得分随着时间的推移呈上升趋势。相关的经验发现可能对评估论文影响力很有价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Measuring hotness transfer of individual papers based on citation relationship

Measuring hotness transfer of individual papers based on citation relationship

It is a common phenomenon for scientists to follow hot topics in research and this phenomenon can generally be quantified by measuring the preference attachment of new papers. A similar phenomenon also exists when a paper chooses its references. However, the abovementioned method does not apply to measure the preference for hot papers. To solve this problem, in this paper, we propose to convert measuring a paper’s preference for hot papers into calculating the hotness obtained from a paper’s references. We propose a PageRank-like algorithm that considers the hotness propagation based on citation relationships between papers to measure the hotness transfer of individual papers. We apply this method to the American Physical Society journals and explore the hotness transfer performance of individual papers in physics. It is found that highly innovative papers, such as Nobel Prize-winning papers in physics, have a weaker hotness transfer degree than papers with the same number of citations. We explore the factors associated with the performance of hotness transfer indicators. We find that the larger the size or citation counts of the field are, the stronger the hotness transfer degree of the field is likely to be. The team size and the number of references can also affect the hotness transfer degree of individual papers. Finally, we find that the hotness transfer scores of papers show an increasing trend over time. Relevant empirical discoveries may be valuable for evaluating paper impact.

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来源期刊
Scientometrics
Scientometrics 管理科学-计算机:跨学科应用
CiteScore
7.20
自引率
17.90%
发文量
351
审稿时长
1.5 months
期刊介绍: Scientometrics aims at publishing original studies, short communications, preliminary reports, review papers, letters to the editor and book reviews on scientometrics. The topics covered are results of research concerned with the quantitative features and characteristics of science. Emphasis is placed on investigations in which the development and mechanism of science are studied by means of (statistical) mathematical methods. The Journal also provides the reader with important up-to-date information about international meetings and events in scientometrics and related fields. Appropriate bibliographic compilations are published as a separate section. Due to its fully interdisciplinary character, Scientometrics is indispensable to research workers and research administrators throughout the world. It provides valuable assistance to librarians and documentalists in central scientific agencies, ministries, research institutes and laboratories. Scientometrics includes the Journal of Research Communication Studies. Consequently its aims and scope cover that of the latter, namely, to bring the results of research investigations together in one place, in such a form that they will be of use not only to the investigators themselves but also to the entrepreneurs and research workers who form the object of these studies.
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