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相关论文: Crystal: Characterizing Relative Impact of Scholar…

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The constantly increasing rate at which scientific papers are published makes it difficult for researchers to identify papers that currently impact the research field of their interest. Hence, approaches to effectively identify papers of…

数字图书馆 · 计算机科学 2021-04-21 Ilias Kanellos , Thanasis Vergoulis , Dimitris Sacharidis , Theodore Dalamagas , Yannis Vassiliou

Citation counts remain the dominant metric for assessing research impact, yet they suffer from well-documented limitations: temporal lag, disciplinary bias, and Matthew effects. Here we propose LLM-Metrics, a research-impact assessment…

人工智能 · 计算机科学 2026-05-22 Si Shen , Wenhua Zhao , Danhao Zhu

Citation metrics are becoming pervasive in the quantitative evaluation of scholars, journals and institutions. More then ever before, hiring, promotion, and funding decisions rely on a variety of impact metrics that cannot disentangle…

数字图书馆 · 计算机科学 2015-09-03 Jasleen Kaur , Emilio Ferrara , Filippo Menczer , Alessandro Flammini , Filippo Radicchi

Predicting highly-cited papers is a long-standing challenge due to the complex interactions of research content, scholarly communities, and temporal dynamics. Recent advances in large language models (LLMs) raise the question of whether…

应用统计 · 统计学 2026-01-21 Zhanshuo Ye , Yiming Hou , Rui Pan , Tianchen Gao , Hansheng Wang

Citation metrics are the best tools for research assessments. However, current metrics may be misleading in research systems that pursue simultaneously different goals, such as the advance of science and incremental innovations, because…

数字图书馆 · 计算机科学 2023-09-27 Alonso Rodriguez-Navarro , Ricardo Brito

Measuring the relative impact of CTs is important for prioritizing responses and allocating resources effectively, especially during crises. However, assessing the actual impact of CTs on the public poses unique challenges. It requires not…

计算与语言 · 计算机科学 2024-12-11 Bohan Jiang , Dawei Li , Zhen Tan , Xinyi Zhou , Ashwin Rao , Kristina Lerman , H. Russell Bernard , Huan Liu

We submit newly developed citation impact indicators based not on arithmetic averages of citations but on percentile ranks. Citation distributions are-as a rule-highly skewed and should not be arithmetically averaged. With percentile ranks,…

数字图书馆 · 计算机科学 2011-06-21 Loet Leydesdorff , Lutz Bornmann , Rüdiger Mutz , Tobias Opthof

Citations are commonly held to represent scientific impact. To date, however, there is no empirical evidence in support of this postulate that is central to research assessment exercises and Science of Science studies. Here, we report on…

数字图书馆 · 计算机科学 2016-12-14 Filippo Radicchi , Alexander Weissman , Johan Bollen

Metrics based on percentile ranks (PRs) for measuring scholarly impact involves complex treatment because of various defects such as overvaluing or devaluing an object caused by percentile ranking schemes, ignoring precise citation…

数字图书馆 · 计算机科学 2012-05-14 Ping Zhou , Yongfeng Zhong

If we want to assess whether the paper in question has had a particularly high or low citation impact compared to other papers, the standard practice in bibliometrics is to normalize citations in respect of the subject category and…

数字图书馆 · 计算机科学 2013-07-30 Lutz Bornmann , Werner Marx , Andreas Barth

Percentiles are statistics pointing to the standing of a paper's citation impact relative to other papers in a given citation distribution. Percentile Ranks (PRs) often play an important role in evaluating the impact of scholars,…

数字图书馆 · 计算机科学 2020-05-04 Lutz Bornmann , Richard Williams

Citation count of a paper is a commonly used proxy for evaluating the significance of a paper in the scientific community. Yet citation measures are widely criticized for failing to accurately reflect the true impact of a paper. Thus, we…

计算与语言 · 计算机科学 2024-05-29 Ishan Kumar , Zhijing Jin , Ehsan Mokhtarian , Siyuan Guo , Yuen Chen , Mrinmaya Sachan , Bernhard Schölkopf

Bibliometricians have long recurred to citation counts to measure the impact of publications on the advancement of science. However, since the earliest days of the field, some scholars have questioned whether all citations should be worth…

数字图书馆 · 计算机科学 2019-09-16 Cristiano Giuffrida , Giovanni Abramo , Ciriaco Andrea D'Angelo

One is inclined to conceptualize impact in terms of citations per publication, and thus as an average. However, citation distributions are skewed, and the average has the disadvantage that the number of publications is used in the…

数字图书馆 · 计算机科学 2012-04-10 Loet Leydesdorff

The increasing availability of curated citation data provides a wealth of resources for analyzing and understanding the intellectual influence of scientific publications. In the field of statistics, current studies of citation data have…

数字图书馆 · 计算机科学 2021-10-19 Lijia Wang , Xin Tong , Y. X. Rachel Wang

This paper analyzes the effect of interdisciplinarity on the scientific impact of individual papers. Using all the papers published in Web of Science in 2000, we define the degree of interdisciplinarity of a given paper as the percentage of…

物理与社会 · 物理学 2009-08-13 Vincent Lariviere , Yves Gingras

The two most used citation impact indicators in the assessment of scientific journals are, nowadays, the impact factor and the h-index. However, both indicators are not field normalized (vary heavily depending on the scientific category)…

数字图书馆 · 计算机科学 2015-10-14 Sara M. Gonzalez-Betancor , Pablo Dorta-Gonzalez

Citation analysis is one of the most frequently used methods in research evaluation. We are seeing significant growth in citation analysis through bibliometric metadata, primarily due to the availability of citation databases such as the…

数字图书馆 · 计算机科学 2020-09-01 Sehrish Iqbal , Saeed-Ul Hassan , Naif Radi Aljohani , Salem Alelyani , Raheel Nawaz , Lutz Bornmann

Quantifying the impact of a scholarly paper is of great significance, yet the effect of geographical distance of cited papers has not been explored. In this paper, we examine 30,596 papers published in Physical Review C, and identify the…

数字图书馆 · 计算机科学 2020-08-11 Xiaomei Bai , Fuli Zhang , Jie Hou , Ivan Lee , Xiangjie Kong , Amr Tolba , Feng Xia

In our chapter we address the statistical analysis of percentiles: How should the citation impact of institutions be compared? In educational and psychological testing, percentiles are already used widely as a standard to evaluate an…

数字图书馆 · 计算机科学 2014-04-16 Richard Williams , Lutz Bornmann
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