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Science of science (SciSci) is an emerging discipline wherein science is used to study the structure and evolution of science itself using large data sets. The increasing availability of digital data on scholarly outcomes offers…

Social and Information Networks · Computer Science 2020-06-01 Sha Yuan , Zhou Shao , Yu Zhang , Xingxing Wei , Tong Xiao , Yifan Wang , Jie Tang

In all of science, the authors of publications depend on the knowledge presented by the previous publications. Thus they "stand on the shoulders of giants" and there is a flow of knowledge from previous publications to more recent ones. The…

Physics and Society · Physics 2019-08-30 Pietro della Briotta Parolo , Rainer Kujala , Kimmo Kaski , Mikko Kivelä

Scientific communication is an essential part of modern science: whereas Archimedes worked alone, Newton (1676) acknowledged that "If I have seen a little further, it is by standing on the shoulders of Giants." How is scientific…

General Physics · Physics 2009-09-30 J. C. Phillips

Theories of scientific and technological change view discovery and invention as endogenous processes, wherein prior accumulated knowledge enables future progress by allowing researchers to, in Newton's words, "stand on the shoulders of…

Social and Information Networks · Computer Science 2022-07-26 Michael Park , Erin Leahey , Russell Funk

Whether a scientific paper is cited is related not only to the influence of its author(s) but also to the journal publishing it. Scientists, either proficient or tender, usually submit their most important work to prestigious journals which…

Physics and Society · Physics 2014-05-12 Zheng Yao , Xiao-Long Peng , Li-Jie Zhang , Xin-Jian Xu

Nobel Prizes are commonly seen to be among the most prestigious achievements of our times. Based on mining several million citations, we quantitatively analyze the processes driving paradigm shifts in science. We find that groundbreaking…

Physics and Society · Physics 2011-05-11 Amin Mazloumian , Young-Ho Eom , Dirk Helbing , Sergi Lozano , Santo Fortunato

For several decades, a leading paradigm of how to quantitatively assess scientific research has been the analysis of the aggregated citation information in a set of scientific publications. Although the representation of this information as…

Physics and Society · Physics 2015-06-12 David F. Klosik , Stefan Bornholdt

A widely used measure of scientific impact is citations. However, due to their heavy-tailed distribution, citations are fundamentally difficult to predict. Instead, to characterize scientific impact, we address two analogous questions asked…

Digital Libraries · Computer Science 2016-11-17 Yuxiao Dong , Reid A. Johnson , Nitesh V. Chawla

In this paper, we examine the evolution of the impact of older scholarly articles. We attempt to answer four questions. First, how often are older articles cited and how has this changed over time. Second, how does the impact of older…

Digital Libraries · Computer Science 2014-11-04 Alex Verstak , Anurag Acharya , Helder Suzuki , Sean Henderson , Mikhail Iakhiaev , Cliff Chiung Yu Lin , Namit Shetty

New scientific ideas drive progress, yet measuring scientific novelty remains challenging. We use natural language processing to detect the origin and impact of new ideas in scientific publications. To validate our methods, we analyze Nobel…

General Economics · Economics 2025-02-25 Sam Arts , Nicola Melluso , Reinhilde Veugelers

We propose a new citation model which builds on the existing models that explicitly or implicitly include "direct" and "indirect" (learning about a cited paper's existence from references in another paper) citation mechanisms. Our model…

Digital Libraries · Computer Science 2020-08-12 Staša Milojević

The number of citations is a widely used metric to evaluate the scientific credit of papers, scientists and journals. However, it does happen that a paper with fewer citations from prestigious scientists is of higher influence than papers…

Digital Libraries · Computer Science 2012-04-03 Yan-Bo Zhou , Linyuan Lü , Menghui Li

Scientific impact plays a central role in the evaluation of the output of scholars, departments, and institutions. A widely used measure of scientific impact is citations, with a growing body of literature focused on predicting the number…

Social and Information Networks · Computer Science 2014-12-16 Yuxiao Dong , Reid A. Johnson , Nitesh V. Chawla

Fast-growing scientific publications present challenges to the scientific community. In this paper, we describe their implications to researchers. As references form explicit foundations for researchers to conduct a study, we investigate…

Digital Libraries · Computer Science 2023-07-14 Guoxiu He , Aixin Sun , Wei Lu

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…

Digital Libraries · Computer Science 2015-09-03 Jasleen Kaur , Emilio Ferrara , Filippo Menczer , Alessandro Flammini , Filippo Radicchi

Scientific communication is an essential part of modern science: whereas Archimedes worked alone, Newton (correspondence with Hooke, 1676) acknowledged that "If I have seen a little further, it is by standing on the shoulders of Giants."…

Physics and Society · Physics 2010-08-25 J. C. Phillips

Science progresses by building upon previous discoveries. It is commonly believed that the impact of scientific papers, as measured by citations, is positively correlated with the impact of past discoveries built upon. However, analyzing…

Physics and Society · Physics 2023-03-08 Jiazhen Liu , Tamang Kunal , Dashun Wang , Chaoming Song

Is more always better? We address this question in the context of bibliometric indices that aim to assess the scientific impact of individual researchers by counting their number of highly cited publications. We propose a simple model in…

Digital Libraries · Computer Science 2013-04-03 Ludo Waltman , Nees Jan van Eck , Paul Wouters

h-index has become the most popular indicator for quantifying a scientist's scientific impact in various scientific fields. h-index is defined as the largest number of papers with citation number larger than or equal to h and it treats each…

Digital Libraries · Computer Science 2014-05-06 Xiaojun Wan

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…

Digital Libraries · Computer Science 2016-12-14 Filippo Radicchi , Alexander Weissman , Johan Bollen
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