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Group-based Trajectory Modeling (GBTM) is applied to the citation curves of articles in six journals and to all citable items in a single field of science (Virology, 24 journals), in order to distinguish among the developmental trajectories…

Digital Libraries · Computer Science 2013-05-01 Susanne Baumgartner , Loet Leydesdorff

The exponential growth in the number of scientific papers makes it increasingly difficult for researchers to keep track of all the publications relevant to their work. Consequently, the attention that can be devoted to individual papers,…

Academic citations are widely used for evaluating research and tracing knowledge flows. Such uses typically rely on raw citation counts and neglect variability in citation types. In particular, citations can vary in their fidelity as…

Computation and Language · Computer Science 2025-06-26 Hong Chen , Misha Teplitskiy , David Jurgens

Co-authored articles tend to be more cited in many academic fields, but is this because they tend to be higher quality or is it an audience effect: increased awareness through multiple author networks? We address this unknown with the…

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

As academic research becomes increasingly diverse, traditional literature evaluation methods face significant limitations,particularly in capturing the complexity of academic dissemination and the multidimensional impacts of literature. To…

Information Retrieval · Computer Science 2025-09-16 Mingyue Kong , Yinglong Zhang , Likun Sheng , Kaifeng Hong

Understanding why researchers cite certain works remains a key question in the study of scientific networks. Prior research has identified factors such as relevance, group cohesion, and source crediting. However, the interplay between…

Social and Information Networks · Computer Science 2025-04-17 Alejandro Espinosa-Rada , Jürgen Lerner , Cornelius Fritz

The shift from individual effort to collaborative output has benefited science, with scientific work pursued collaboratively having increasingly led to more highly impactful research than that pursued individually. However, understanding of…

Digital Libraries · Computer Science 2018-06-13 Yuxiao Dong , Hao Ma , Jie Tang , Kuansan Wang

We introduce a family of paper and author similarity measures based on the concept that papers are more similar if they are more likely to be retrieved during a literature search following backward and forward citations. Since this browsing…

Digital Libraries · Computer Science 2025-10-28 Attila Varga , Sadamori Kojaku , Filipi Nascimento Silva

When using scientific literature to model scholarly discourse, a research specialty can be operationalized as an evolving set of related documents. Each publication can be expected to contribute to the further development of the specialty…

Digital Libraries · Computer Science 2009-11-24 Diana Lucio-Arias , Loet Leydesdorff

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

In previous papers it was demonstrated that lower performance groups have a larger size-dependent cumulative advantage for receiving citations than top-performance groups. Furthermore, regardless of performance, larger groups have less…

Physics and Society · Physics 2008-01-04 Anthony F. J. van Raan

Appraisal of the scientific impact of researchers, teams and institutions with productivity and citation metrics has major repercussions. Funding and promotion of individuals and survival of teams and institutions depend on publications and…

Physics and Society · Physics 2015-05-13 John P. A. Ioannidis

Scholarly and social impacts of scientific publications could be measured by various metrics. In this study, the relationship between various metrics of 63,805 PLOS research articles are studied. Generally, article views correlate well with…

Digital Libraries · Computer Science 2014-09-16 Xianwen Wang , Chen Liu , Zhichao Fang , Wenli Mao

Measuring the impact and success of human performance is common in various disciplines, including art, science, and sports. Quantifying impact also plays a key role on social media, where impact is usually defined as the reach of a user's…

Social and Information Networks · Computer Science 2019-04-09 Kiran Garimella , Robert West

Researchers' networks have been subject to active modeling and analysis. Earlier literature mostly focused on citation or co-authorship networks reconstructed from annotated scientific publication databases, which have several limitations.…

Social and Information Networks · Computer Science 2012-06-15 Hiroki Sayama , Jin Akaishi

Citation networks have fed numerous works in scientific evaluation, science mapping (and more recently large-scale network studies) for decades. The variety of citation behavior across scientific fields is both a research topic in sociology…

Digital Libraries · Computer Science 2013-02-20 Michel Zitt , Jean-Philippe Cointet

The present study aims to establish a valid method by which to apply the theory of co-citations to Wikipedia article references and, subsequently, to map these relationships between scientific papers. This theory, originally applied to…

Digital Libraries · Computer Science 2019-07-31 Daniel Torres-Salinas , Esteban Romero-Frías , Wenceslao Arroyo-Machado

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

Clustering methods are applied regularly in the bibliometric literature to identify research areas or scientific fields. These methods are for instance used to group publications into clusters based on their relations in a citation network.…

Digital Libraries · Computer Science 2016-05-02 Lovro Šubelj , Nees Jan van Eck , Ludo Waltman

Identifying important scholarly literature at an early stage is vital to the academic research community and other stakeholders such as technology companies and government bodies. Due to the sheer amount of research published and the growth…

Digital Libraries · Computer Science 2020-12-29 Akhil Pandey Akella , Hamed Alhoori , Pavan Ravikanth Kondamudi , Cole Freeman , Haiming Zhou
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