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The Journal Impact Factor and other indicators that assess the average citation rate of articles in a journal are consulted by many academics and research evaluators, despite initiatives against overreliance on them. Despite this, there is…

Digital Libraries · Computer Science 2023-07-31 Mike Thelwall , Kayvan Kousha , Mahshid Abdoli , Emma Stuart , Meiko Makita , Paul Wilson , Jonathan Levitt

The Journal Impact Factor (IF), as a core indicator of academic evaluation, has not been systematically studied in relation to its historical evolution and global macroeconomic environment. This paper employs a period-based regression…

Econometrics · Economics 2026-01-15 Alex Huang

We show that as a consequence of basic properties of elementary arithmetic journal impact factors show a counterintuitive behaviour with respect to adding non-cited articles. Synchronous as well as diachronous journal impact factors are…

Digital Libraries · Computer Science 2015-06-02 Ronald Rousseau , Loet Leydesdorff

A review of Garfield's journal impact factor and its specific implementation as the Thomson Reuters Impact Factor reveals several weaknesses in this commonly-used indicator of journal standing. Key limitations include the mismatch between…

Digital Libraries · Computer Science 2012-08-23 Jerome K. Vanclay

The Eigenfactor Metrics provide an alternative way of evaluating scholarly journals based on an iterative ranking procedure analogous to Google's PageRank algorithm. These metrics have recently been adopted by Thomson-Reuters and are listed…

Digital Libraries · Computer Science 2010-05-03 Jevin West , Theodore Bergstrom , Carl Bergstrom

Most scientometricians reject the use of the journal impact factor for assessing individual articles and their authors. The well-known San Francisco Declaration on Research Assessment also strongly objects against this way of using the…

Digital Libraries · Computer Science 2021-02-23 Ludo Waltman , Vincent A. Traag

We define a normalized impact factor suitable to assess in a simple way both the strength of scientific communities and the research influence of individuals. We define those ones with $NIF \geq 1$ as being scientific leaders since they…

Physics and Society · Physics 2009-02-25 George E. A. Matsas

Determining the reputation of academic journals is an crucial issue. The Author Affiliation Index (AAI) was proposed as a novel indicator for judging journal quality in many academic disciplines. Nevertheless, the original AAI has several…

Digital Libraries · Computer Science 2024-04-11 Yan-Hong Yang , Ying-Hui Shao

The Impact Factor (IF), despite its widespread use, suffers from well-known biases that remain incompletely addressed in practice -- most notably its sensitivity to journal size and its lack of field normalization. Because of size…

Digital Libraries · Computer Science 2026-04-15 Manolis Antonoyiannakis

Psychology is a discipline standing at the crossroads of hard and social sciences. Therefore it is especially interesting to study bibliometric characteristics of psychology journals. We also take two adjacent disciplines, neurosciences and…

Digital Libraries · Computer Science 2018-09-24 Andrey Lovakov , Vladimir Pislyakov

This paper presents a data-driven mean-field approach to model the popularity dynamics of users seeking public attention, i.e., influencers. We propose a novel analytical model that integrates individual activity patterns, expertise in…

Social and Information Networks · Computer Science 2025-07-08 Franco Galante , Chiara Ravazzi , Luca Vassio , Michele Garetto , Emilio Leonardi

Citation averages, and Impact Factors (IFs) in particular, are sensitive to sample size. We apply the Central Limit Theorem (CLT) to IFs to understand their scale-dependent behavior. For a journal of $n$ randomly selected papers from a…

Physics and Society · Physics 2018-09-24 Manolis Antonoyiannakis

Articles in high-impact journals are, on average, more frequently cited. But are they cited more often because those articles are somehow more "citable"? Or are they cited more often simply because they are published in a high-impact…

Digital Libraries · Computer Science 2021-03-29 V. A. Traag

The impact of Universities on the social, economic and political landscape is one of the key directions in contemporary educational evaluation. In this paper, we discuss the new methodological technique that evaluates the impact of…

Social and Information Networks · Computer Science 2020-12-29 Tatiana Kozitsina , Viacheslav Goiko , Roman Palkin , Valentin Khomutenko , Yulia Mundrievskaya , Maria Sukhareva , Isak Froumin , Mikhail Myagkov

Using a set of over 70.000 records from PLOS One journal consisting of 37 lexical, sentiment and bibliographic variables we perform analysis backed with machine learning methods to predict the class of popularity of scientific papers…

Physics and Society · Physics 2023-07-19 Robert Jankowski , Julian Sienkiewicz

A single highly cited article can give a big but temporary lift in its host journal's impact factor evidenced by the striking example of "A short history of SHELX" published in Acta Crystallographica Section A. By using Journal Citation…

Digital Libraries · Computer Science 2017-12-12 Weishu Liu , Fang Liu , Chao Zuo , Junwen Zhu

We performed a citation analysis on the Web of Science publications consisting of more than 63 million articles and 1.45 billion citations on 254 subjects from 1981 to 2020. We proposed the Article's Scientific Prestige (ASP) metric and…

Digital Libraries · Computer Science 2022-02-18 Ying Chen , Thorsten Koch , Nazgul Zakiyeva , Kailiang Liu , Zhitong Xu , Chun-houh Chen , Junji Nakano , Keisuke Honda

As the number of accepted papers at AI and ML conferences reaches into the thousands, it has become unclear how researchers access and read research publications. In this paper, we investigate the role of social media influencers in…

Digital Libraries · Computer Science 2024-07-24 Iain Xie Weissburg , Mehir Arora , Xinyi Wang , Liangming Pan , William Yang Wang

We introduce an original mathematical model to analyse the diffusion of posts within a generic online social platform. The main novelty is that each user is not simply considered as a node on the social graph, but is further equipped with…

Social and Information Networks · Computer Science 2021-07-06 Anastasios Giovanidis , Bruno Baynat , Clémence Magnien , Antoine Vendeville

A new size-independent indicator of scientific journal prestige, the SJR2 indicator, is proposed. This indicator takes into account not only the prestige of the citing scientific journal but also its closeness to the cited journal using the…

Digital Libraries · Computer Science 2012-07-19 Vicente P. Guerrero-Bote , Felix Moya-Anegon