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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…

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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

This essay, written by a statistician and a climate scientist, describes our view of the gap that exists between current practice in mainstream climate science, and the practical needs of policymakers charged with exploring possible…

Physics and Society · Physics 2014-11-26 Jonathan Rougier , Michel Crucifix

We approach productivity in science in a longitudinal fashion: We track careers over time, up to 40 years. We first allocate scientists to decile-based publishing productivity classes, from the bottom 10% to the top 10%. Then, we seek…

Digital Libraries · Computer Science 2024-09-10 Marek Kwiek , Wojciech Roszka

Analyzing a large data set of publications drawn from the most competitive journals in the natural and social sciences we show that research careers exhibit the broad distributions of individual achievement characteristic of systems in…

Physics and Society · Physics 2014-11-24 Alexander M. Petersen , Orion Penner

Activity of modern scholarship creates online footprints galore. Along with traditional metrics of research quality, such as citation counts, online images of researchers and institutions increasingly matter in evaluating academic impact,…

Physics and Society · Physics 2023-01-05 Anna Samoilenko , Taha Yasseri

Attempts to understand the consequence of any individual scientist's activity within the long-term trajectory of science is one of the most difficult questions within the philosophy of science. Because scientific publications play such as…

Information Retrieval · Computer Science 2007-05-23 Richard K. Belew

As the increasing complexity of large-scale research requires the combined efforts of scientists with expertise in different fields, the advantages and costs of interdisciplinary scholarship have taken center stage in current debates on…

Physics and Society · Physics 2017-12-22 Moreno Bonaventura , Vito Latora , Vincenzo Nicosia , Pietro Panzarasa

We examine the tension between academic impact - the volume of citations received by publications - and scientific disruption. Intuitively, one would expect disruptive scientific work to be rewarded by high volumes of citations and,…

Digital Libraries · Computer Science 2023-09-18 Mingtang Li , Giacomo Livan , Simone Righi

Science progresses by building upon previous discoveries. It is commonly believed that the impact of scientific papers, as measured by citations, is positively correlated with the impact of past discoveries built upon. However, analyzing…

Physics and Society · Physics 2023-03-08 Jiazhen Liu , Tamang Kunal , Dashun Wang , Chaoming Song

The COVID-19 pandemic has undoubtedly disrupted the scientific enterprise, but we lack empirical evidence on the nature and magnitude of these disruptions. Here we report the results of a survey of approximately 4,500 Principal…

Like it or not, attempts to evaluate and monitor the quality of academic research have become increasingly prevalent worldwide. Performance reviews range from at the level of individuals, through research groups and departments, to entire…

Physics and Society · Physics 2017-03-31 R. Kenna , O. Mryglod , B. Berche

Scientific datasets play a crucial role in contemporary data-driven research, as they allow for the progress of science by facilitating the discovery of new patterns and phenomena. This mounting demand for empirical research raises…

Digital Libraries · Computer Science 2024-10-02 Yulin Yu , Daniel M. Romero

It is important to explore how scientists decide their research agenda and the corresponding consequences, as their decisions collectively shape contemporary science. There are studies focusing on the overall performance of individuals with…

Physics and Society · Physics 2025-04-15 Xiaoyao Yu , Boleslaw K. Szymanski , Tao Jia

In this study, the global scientific workforce is explored through large-scale, generational, cross-sectional, and longitudinal approaches. We examine 4.3 million nonoccasional scientists from 38 OECD countries publishing in 1990-2021. Our…

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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…

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Communication of scientific knowledge beyond the walls of science is key to science's societal impact. Media channels play sizable roles in disseminating new scientific ideas about human health, economic welfare, and government policy as…

Physics and Society · Physics 2025-11-12 Yang Yang , Tanya Tian , Brian Uzzi , Benjamin Jones

The expectation that scientific productivity follows regular patterns over a career underpins many scholarly evaluations. However, recent studies of individual productivity patterns reveal a puzzle: the average number of papers published…

Applications · Statistics 2026-02-13 Sam Zhang , Nicholas LaBerge , Samuel F. Way , Daniel B. Larremore , Aaron Clauset

In benchmarking international research, although publication and citation analyses should not be used to compare different disciplines, scientometrists frequently fail to resist the temptation to present rankings based on total publications…

Digital Libraries · Computer Science 2018-12-24 Giovanni Abramo , Ciriaco Andrea D'Angelo

Many researchers have identified distribution shift as a likely contributor to the reproducibility crisis in behavioral and biomedical sciences. The idea is that if treatment effects vary across individual characteristics and experimental…

Applications · Statistics 2023-09-06 Ying Jin , Kevin Guo , Dominik Rothenhäusler