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A common expectation is that career productivity peaks rather early and then gradually declines with seniority. But whether this holds true is still an open question. Here we investigate the productivity trajectories of almost 8,500…

Physics and Society · Physics 2024-08-14 Andre S. Sunahara , Matjaz Perc , Haroldo V. Ribeiro

Scientific knowledge has become central to policymaking as societies face challenges related to technological change, climate risk, and public health. Despite the growing emphasis on evidence-based policy, a systematic understanding of how…

Physics and Society · Physics 2026-02-12 Jeongmin Lee , Jisung Yoon

The ongoing globalisation of science has undisputedly a major impact on how and where scientific research is being conducted nowadays. Yet, the big picture remains blurred. It is largely unknown where this process is heading, and at which…

Digital Libraries · Computer Science 2011-05-16 Ludo Waltman , Robert J. W. Tijssen , Nees Jan van Eck

As foundation models grow rapidly in capability and deployment, evaluating their scientific understanding becomes increasingly critical. Existing science benchmarks have made progress towards broad Range, wide Reach, and high Rigor, yet…

Computation and Language · Computer Science 2025-10-01 Junying Wang , Zicheng Zhang , Yijin Guo , Farong Wen , Ye Shen , Yingji Liang , Yalun Wu , Wenzhe Li , Chunyi Li , Zijian Chen , Qi Jia , Guangtao Zhai

Robotic science missions in remote environments, such as deep ocean and outer space, can involve studying phenomena that cannot directly be observed using on-board sensors but must be deduced by combining measurements of correlated…

Robotics · Computer Science 2017-12-29 Akash Arora , P. Michael Furlong , Robert Fitch , Salah Sukkarieh , Terrence Fong

Many investigations of scientific collaboration are based on statistical analyses of large networks constructed from bibliographic repositories. These investigations often rely on a wealth of bibliographic data, but very little or no other…

Data Analysis, Statistics and Probability · Physics 2010-12-24 Alberto Pepe , Marko A. Rodriguez

Human travelling behaviours are markedly regular, to a large extent, predictable, and mostly driven by biological necessities (\eg sleeping, eating) and social constructs (\eg school schedules, synchronisation of labour). Not surprisingly,…

The pursuit of knowledge is the permanent goal of human beings. Scientific literature, as the major medium that carries knowledge between scientists, exhibits explosive growth during the last century. Despite the frequent use of many…

Digital Libraries · Computer Science 2021-06-10 Luoyi Fu , Huquan Kang , Jianghao Wang , Ling Yao , Xinbing Wang , Chenghu Zhou

Scientific behavior is often characterized by a tension between building upon established knowledge and introducing novel ideas. Here, we investigate whether this tension is reflected in the relationship between the similarity of a…

Digital Libraries · Computer Science 2025-07-01 Nathaniel Imel , Zachary Hafen

The evolution of a Master's programme, like many other human institutions, can be viewed as a self-organising system whose underlying structures and dynamics arise primarily from the interaction of its faculty and students. Identifying…

Digital Libraries · Computer Science 2025-06-27 Nathalia Chaparro , Sergio Rojas-Galeano

The COVID-19 pandemic shifted academic collaboration from in-person to remote interactions. This study explores, for the first time, the effects on scientific collaborations and impact of such a shift, comparing research output before,…

Artificial intelligence and machine learning are reshaping how we approach scientific discovery, not by replacing established methods but by extending what researchers can probe, predict, and design. In this roadmap we provide a…

The overall predictive uncertainty of a trained predictor can be decomposed into separate contributions due to epistemic and aleatoric uncertainty. Under a Bayesian formulation, assuming a well-specified model, the two contributions can be…

Machine Learning · Computer Science 2021-10-22 Sharu Theresa Jose , Sangwoo Park , Osvaldo Simeone

The academia and industry are characterized by a reciprocal shaping and dynamic feedback mechanism. Despite distinct institutional logics, they have adapted closely in collaborative publishing and talent mobility, demonstrating tension…

Computation and Language · Computer Science 2026-02-06 Hongye Zhao , Yi Zhao , Chengzhi Zhang

Fifty years of evolution of the transportation field is revisited at a macro scale using scientometric analysis of all publications in all 39 journals indexed in the category of Transportation by the Web of Science. The size of the…

Digital Libraries · Computer Science 2021-07-28 Milad Haghani , Michiel C. J. Bliemer

The COVID-19 pandemic necessitated social distancing at every level of society, including universities and research institutes, raising essential questions concerning the continuing importance of physical proximity for scientific and…

Digital Libraries · Computer Science 2024-01-17 Eamon Duede , Misha Teplitskiy , Karim Lakhani , James Evans

Balancing scientific exposition and narrative engagement is a central challenge in science communication. To examine how to achieve balance, we conducted a formative study with four science communicators and a literature review of science…

Human-Computer Interaction · Computer Science 2026-05-19 Kexue Fu , Jiaye Leng , Yawen Zhang , Jingfei Huang , Yihang Zuo , Runze Cai , Zijian Ding , Ray LC , Shengdong Zhao , Qinyuan Lei

We represent collaboration of authors in computer science papers in terms of both affiliation and collaboration networks and observe how these networks evolved over time since 1960. We investigate the temporal evolution of bibliometric…

Social and Information Networks · Computer Science 2011-04-22 Massimo Franceschet

In scientific research, collaboration is one of the most effective ways to take advantage of new ideas, skills, resources, and for performing interdisciplinary research. Although collaboration networks have been intensively studied, the…

Digital Libraries · Computer Science 2022-09-14 An Zeng , Ying Fan , Zengru Di , Yougui Wang , Shlomo Havlin

Systematic scientometric reviews, empowered by scientometric and visual analytic techniques, offer opportunities to improve the timeliness, accessibility, and reproducibility of conventional systematic reviews. While increasingly accessible…

Digital Libraries · Computer Science 2020-12-24 Chaomei Chen , Min Song