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Understanding how institutional changes within academia may affect the overall potential of science requires a better quantitative representation of how careers evolve over time. Since knowledge spillovers, cumulative advantage,…

Physics and Society · Physics 2012-04-04 Alexander M. Petersen , Massimo Riccaboni , H. Eugene Stanley , Fabio Pammolli

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

Complexity science, despite its broad scope and potential impact, has not kept pace with fields like artificial intelligence, biotechnology and social sciences in addressing ethical concerns. The field lacks a comprehensive ethical…

Teams are the fundamental units propelling innovation and advancing modern science. A rich literature links the fundamental features of teams, such as their size and diversity, to academic success. However, such analyses fail to capture…

Physics and Society · Physics 2024-07-18 Sandeep Chowdhary , Luca Gallo , Federico Musciotto , Federico Battiston

Research teams are the fundamental social unit of science, and yet there is currently no model that describes their basic property: size. In most fields teams have grown significantly in recent decades. We show that this is partly due to…

Physics and Society · Physics 2014-03-13 Staša Milojević

In an ideal world, every scientist's contribution would be fully recognized, driving collective scientific progress. In reality, however, only a few scientists are recognized and remembered. Sociologist Robert Merton first described this…

Social and Information Networks · Computer Science 2025-02-07 Lulin Yang , Donna K. Ginther , Lingfei Wu

The past half-century has seen a dramatic increase in the scale and complexity of scientific research, to which researchers have responded by dedicating more time to education and training, narrowing their areas of specialization, and…

Digital Libraries · Computer Science 2023-12-20 Yiling Lin , Lingfei Wu

We explore a paradox of collective action and certainty in science wherein the more scientists research together, the less that work contributes to the value of their collective certainty. When scientists address similar problems and share…

Physics and Society · Physics 2024-06-11 Eamon Duede , James Evans

As artificial intelligence (AI) systems become deeply embedded in everyday life, calls to align AI development with ethical and societal values have intensified. Interdisciplinary collaboration is often championed as a key pathway for…

Computation and Language · Computer Science 2025-06-12 Dror Kris Markus , Fabrizio Gilardi , Daria Stetsenko

Though accepted that "team science" is needed to tackle and conquer the health problems that are plaguing our society significant empirical evidence of team mechanisms and functional dynamics is still lacking in abundance. Through grounded…

Computers and Society · Computer Science 2013-08-07 Gaetano R. Lotrecchiano

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

Mentoring is a key component of scientific achievements, contributing to overall measures of career success for mentees and mentors. A common success metric in the scientific enterprise is acquiring a large research group, which is believed…

Data Analysis, Statistics and Probability · Physics 2022-08-11 Yanmeng Xing , Ying Fan , Roberta Sinatra , An Zeng

Academic research groups are treated as complex systems and their cooperative behaviour is analysed from a mathematical and statistical viewpoint. Contrary to the naive expectation that the quality of a research group is simply given by the…

Physics and Society · Physics 2011-02-28 Ralph Kenna , Bertrand Berche

Data sharing partnerships are increasingly an imperative for research institutions and, at the same time, a challenge for established models of data governance and ethical research oversight. We analyse four cases of data partnership…

Computers and Society · Computer Science 2023-01-31 Tsvetelina Hristova , Liam Magee , Emma Kearney

Scientific collaboration is a significant behavior in knowledge creation and idea exchange. To tackle large and complex research questions, a trend of team formation has been observed in recent decades. In this study, we focus on…

Social and Information Networks · Computer Science 2024-06-12 Shuo Yu , Fayez Alqahtani , Amr Tolba , Ivan Lee , Tao Jia , Feng Xia

As emerging technologies continue to shape society, there is a growing emphasis on the need to engage with design ethics as it unfolds in practice to better capture the complexities of ethical considerations embedded in day-to-day work.…

Human-Computer Interaction · Computer Science 2026-03-02 Gizem Öz , Christian Dindler , Sharon Lindberg

The extensive focus on performance indicators in research evaluation has been facing critique in science studies. Stemming from a neoliberalist paradigm, metrics allegedly objectify and create certainty about researchers' performance. This…

Physics and Society · Physics 2024-05-24 Julia Heuritsch

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

Using the results of the UK's research assessment exercise, we show that the size or mass of research groups, rather than individual caliber or prestige of the institution, is the dominant factor which drives the quality of research teams.…

Physics and Society · Physics 2010-06-21 Ralph Kenna , Bertrand Berche

The influence of gender diversity on the success of scientific teams is of great interest to academia. However, prior findings remain inconsistent, and most studies operationalize diversity in aggregate terms, overlooking internal role…

Computation and Language · Computer Science 2025-12-30 Yi Zhao , Yongjun Zhu , Donghun Kim , Yuzhuo Wang , Heng Zhang , Chao Lu , Chengzhi Zhang
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