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Scientific discovery is shaped by scientists' choices and thus by their career patterns. The increasing knowledge required to work at the frontier of science makes it harder for an individual to embark on unexplored paths. Yet…

Physics and Society · Physics 2020-09-28 Giorgio Tripodi , Francesca Chiaromonte , Fabrizio Lillo

To what extent is social media research independent from industry influence? Leveraging openly available data, we show that half of the research published in top journals has disclosable ties to industry in the form of prior funding,…

Social and Information Networks · Computer Science 2026-01-19 Joseph Bak-Coleman , Jevin West , Cailin O'Connor , Carl T. Bergstrom

Citations acknowledge the impact a scientific publication has on subsequent work. At the same time, deciding how and when to cite a paper, is also heavily influenced by social factors. In this work, we conduct an empirical analysis based on…

Digital Libraries · Computer Science 2021-03-29 Andrea Fronzetti Colladon , Ciriaco Andrea D'Angelo , Peter A. Gloor

The extent to which Artificial Intelligence (AI) technologies can trigger generalized paradigm shifts in science is unclear. Although these technologies have revolutionized data collection and analysis in specific fields, their overall…

Digital Libraries · Computer Science 2026-05-13 Andrés F. Castro Torres , Joan Giner-Miguelez , Mercè Crosas

Citation analysis, as a tool for quantitative studies of science, has long emphasized direct citation relations, leaving indirect or high order citations overlooked. However, a series of early and recent studies demonstrate the existence of…

Social and Information Networks · Computer Science 2020-04-28 Chao Min , Qingyu Chen , Erjia Yan , Yi Bu , Jianjun Sun

The rapid rise of international collaboration over the past three decades, demonstrated in coauthorship of scientific articles, raises the question of whether countries benefit from cooperative science and how this might be measured. We…

Digital Libraries · Computer Science 2018-10-22 Caroline S. Wagner , Travis Whetsell , Jeroen Baas , Koen Jonkers

The Semantic Web is one of the main efforts aiming to enhance human and machine interaction by representing data in an understandable way for machines to mediate data and services. It is a fast-moving and multidisciplinary field. This study…

Digital Libraries · Computer Science 2010-12-22 Ying Ding

We propose a representation of science as a citation-density landscape and investigate scaling rules with the field-specific citation density as a main topological property. We focus on the size-dependence of several main bibliometric…

Physics and Society · Physics 2007-07-24 Anthony F. J. van Raan

Peer review shapes which scientific claims enter the published record, but its internal dynamics are hard to measure at scale because reviewer criticism and author revision are usually embedded in long, unstructured correspondence. Here we…

Digital Libraries · Computer Science 2026-04-16 Huihuang Jiang , Heyang Li , Zifan Wang , Ying Fan , An Zeng

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

Scholars, policymakers, and research sponsors have long sought to understand the conditions under which scientific research is used in the policymaking process. Recent research has identified a resource that can be used to trace the use of…

Digital Libraries · Computer Science 2015-12-03 Mia Costa , Bruce A. Desmarais , John A. Hird

Modern science is formally structured around scholarly publication, where scientific knowledge is canonized through citation. Precisely how citations are given and accrued can provide information about the value of discovery, the history of…

Social and Information Networks · Computer Science 2024-12-09 Xiaohuan Xia , Mathieu Ouellet , Shubhankar P. Patankar , Diana I. Tamir , Dani S. Bassett

Artificial intelligence (AI) is reshaping how research is conceived, conducted, and communicated across fields from chemistry to biomedicine. This commentary examines how AI is transforming the research workflow. AI systems now help…

Artificial Intelligence · Computer Science 2025-11-14 Maksim E. Eren , Dorianis M. Perez

Artificial Intelligence (AI) is one of the most momentous technologies of our time. Thus, it is of major importance to know which stakeholders influence AI research. Besides researchers at universities and colleges, researchers in companies…

Artificial Intelligence · Computer Science 2023-11-01 Michael Färber , Lazaros Tampakis

International collaboration in science continues to grow at a remarkable rate, but little agreement exists about dynamics of growth and organization at the discipline level. Some suggest that disciplines differ in their collaborative…

Digital Libraries · Computer Science 2016-12-22 Caroline S. Wagner , Travis Whetsell , Loet Leydesdorff

For more than 40 years, the Institute for Scientific Information (ISI, now part of Thomson Reuters) produced the only available bibliographic databases from which bibliometricians could compile large-scale bibliometric indicators. ISI's…

Information Retrieval · Computer Science 2009-03-31 Eric Archambault , David Campbell , Yves Gingras , Vincent Lariviere

The intellectual organization of the sciences cannot be appreciated sufficiently unless the cognitive dimension is considered as an independent source of variance. Cognitive structures interact and co-construct the organization of scholars…

Physics and Society · Physics 2009-11-17 Loet Leydesdorff

Despite a long history of use of citation count as a measure to assess the impact or influence of a scientific paper, the evolution of follow-up work inspired by the paper and their interactions through citation links have rarely been…

Digital Libraries · Computer Science 2019-04-17 Dattatreya Mohapatra , Abhishek Maiti , Sumit Bhatia , Tanmoy Chakraborty

The selection of research topics by scientists can be viewed as an exploration process conducted by individuals with cognitive limitations traversing a complex cognitive landscape influenced by both individual and social factors. While…

Physics and Society · Physics 2023-12-14 Feifan Liu , Shuang Zhang , Haoxiang Xia

Science advances not only through the accumulation of facts but also through the evolution of tools. Crucially, tools are rarely used in isolation. They form tool portfolios, combinations shaped by a discipline's workflows and analytical…

Digital Libraries · Computer Science 2026-04-28 Zhouming Wu , Dakota Murray
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