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In modern scientific collaboration networks, certain researchers play a pivotal role in bridging scholars who have never worked together - a phenomenon we term academic "match-makers." Despite their potential importance, the prevalence,…

Digital Libraries · Computer Science 2026-04-21 Hongkan Chen , Qingshan Zhou , Robin Haunschild , Yi Bu

Knowledge production is often viewed as an endogenous process in which discovery arises through the recombination of existing theories, findings, and concepts. Yet given the vast space of potential recombinations, not all are equally…

Computers and Society · Computer Science 2025-09-29 Kara Kedrick , Wenlong Yang , Thomas Gebhart , Yang Wang , Russell J. Funk

An original cross sectional dataset referring to a medium sized Italian university is implemented in order to analyze the determinants of scientific research production at individual level. The dataset includes 942 permanent researchers of…

Physics and Society · Physics 2014-07-29 Alberto Baccini , Lucio Barabesi , Martina Cioni , Caterina Pisani

The combination of diverse, pre-existing knowledge is a common explanation for scientific breakthroughs. However, a paradox exists: while scientific output and the potential for such recombination have grown exponentially, the rate of…

Digital Libraries · Computer Science 2025-11-18 Linzhuo Li , Yiling Lin , Lingfei Wu

Scientists are frequently faced with the important decision to start or terminate a creative partnership. This process can be influenced by strategic motivations, as early career researchers are pursuers, whereas senior researchers are…

Physics and Society · Physics 2015-09-08 Alexander Michael Petersen

Thanks to the widespread availability of large-scale datasets on scholarly outputs, science itself has come under the microscope with the aim of capturing a quantitative understanding of its workings. In this study, we leverage…

Social and Information Networks · Computer Science 2021-05-17 Pavlos Paraskevopoulos , Chiara Boldrini , Andrea Passarella , Marco Conti

References are an essential component of research articles and therefore of scientific communication. In this study we investigate referencing (citing) behavior in five diverse fields (astronomy, mathematics, robotics, ecology and…

Physics and Society · Physics 2012-11-26 Staša Milojević

We analyze the publication records of individual scientists, aiming to quantify the topic switching dynamics of scientists and its influence. For each scientist, the relations among her publications are characterized via shared references.…

Physics and Society · Physics 2019-09-11 An Zeng , Zhesi Shen , Jianlin Zhou , Ying Fan , Zengru Di , Yougui Wang , H. Eugene Stanley , Shlomo Havlin

While some research fields have a long history of collaborating with domain experts outside academia, many quantitative researchers do not have natural avenues to meet experts in areas where the research is later deployed. We explain how…

Human-Computer Interaction · Computer Science 2024-09-18 Mayra Russo , Mackenzie Jorgensen , Kristen M. Scott , Wendy Xu , Di H. Nguyen , Jessie Finocchiaro , Matthew Olckers

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

The Chinese approach to developing a world-class science system includes a vigorous set of programmes to attract back Chinese researchers who have overseas training and work experience. No analysis is available to show the performance of…

Applications · Statistics 2019-10-22 Cong Cao , Jeroen Baas , Caroline S. Wagner , Koen Jonkers

Previous researches on the Information retrieval (IR) field have focused on summarizing progress and synthesizing knowledge and techniques from individual studies and data-driven experiments, the extent of contributions and collaborations…

Digital Libraries · Computer Science 2024-10-03 Jiaqi Lei , Liang Hu , Yi Bu , Jiqun Liu

Despite persistent efforts in revealing the temporal patterns in scientific careers, little attention has been paid to the spatial patterns of scientific activities in the knowledge space. Here, drawing on millions of papers in six…

Physics and Society · Physics 2023-09-27 Shuang Zhang , Feifan Liu , Haoxiang Xia

The growing importance of citation-based bibliometric indicators in shaping the prospects of academic careers incentivizes scientists to boost the numbers of citations they receive. Whereas the exploitation of self-citations has been…

Physics and Society · Physics 2018-08-14 Weihua Li , Tomaso Aste , Fabio Caccioli , Giacomo Livan

The international migration of researchers is an important dimension of scientific mobility, and has been the subject of considerable policy debate. However, tracking the migration life courses of researchers is challenging due to data…

Digital Libraries · Computer Science 2022-02-02 Xinyi Zhao , Samin Aref , Emilio Zagheni , Guy Stecklov

In the past decade, open science and science of science communities have initiated innovative efforts to address concerns about the reproducibility and replicability of published scientific research. In some respects, these efforts have…

Human-Computer Interaction · Computer Science 2024-02-15 Tatiana Chakravorti , Sai Dileep Koneru , Sarah Rajtmajer

Some scientists are more likely to explore unfamiliar research topics while others tend to exploit existing ones. In previous work, correlations have been found between scientists' topic choices and their career performances. However,…

Digital Libraries · Computer Science 2023-07-03 Xingsheng Yang , Zhaoru Ke , Qing Ke , Haipeng Zhang , Fengnan Gao

Over the last four decades, the way knowledge is created in academia has transformed dramatically: research teams have grown larger, scholars draw from ever-wider pools of prior work, and the most influential discoveries increasingly emerge…

Digital Libraries · Computer Science 2025-11-27 Sarah J. James , Marcus A. Rodriguez , David P. Miller

The reproduction and replication of research results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the challenges closely revolve around…

Software Engineering · Computer Science 2017-07-31 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

We analyze large-scale data sets about collaborations from two different domains: economics, specifically 22.000 R&D alliances between 14.500 firms, and science, specifically 300.000 co-authorship relations between 95.000 scientists.…

Physics and Society · Physics 2017-09-25 Mario V. Tomasello , Giacomo Vaccario , Frank Schweitzer
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