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National science systems have become embedded in global science and countries do everything they can to harness global knowledge to national economic needs. However, accessing and using the riches of global knowledge can occur only through…

Physics and Society · Physics 2026-05-11 Marek Kwiek

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

One of the unintended consequences of the New Public Management (NPM) in universities is often feared to be a division between elite institutions focused on research and large institutions with teaching missions. However, institutional…

Physics and Society · Physics 2010-01-19 Willem Halffman , Loet Leydesdorff

This paper applies a new model and analytical tool to measure and study contemporary globalization processes in collaborative science - a world in which scientists, scholars, technicians and engineers interact within a 'grid' of…

Digital Libraries · Computer Science 2012-03-20 Robert J. W. Tijssen , Ludo Waltman , Nees Jan van Eck

Using ideas and tools of complexity science we design a holistic measure of \textit{Scientific Fitness}, encompassing the scientific knowledge, capabilities and competitiveness of a research system. We characterize the temporal dynamics of…

Digital Libraries · Computer Science 2022-12-13 Aurelio Patelli , Lorenzo Napolitano , Giulio Cimini , Andrea Gabrielli

Preprints, versions of scientific manuscripts that precede peer review, are growing in popularity. They offer an opportunity to democratize and accelerate research, as they have no publication costs or a lengthy peer review process.…

Digital Libraries · Computer Science 2022-10-06 Peter Eckmann , Anita Bandrowski

The rapid adoption of generative AI tools is reshaping how scholars produce and communicate knowledge, raising questions about who benefits and who is left behind. We analyze over 230,000 Scopus-indexed computer science articles between…

Computers and Society · Computer Science 2025-09-11 Farhan Kamrul Khan , Hazem Ibrahim , Nouar Aldahoul , Talal Rahwan , Yasir Zaki

Academic citation and social attention measure different dimensions of the impact of research results. Both measures do not correlate with each other, and they are influenced by many factors. Among these factors are the field of research,…

Digital Libraries · Computer Science 2022-06-16 Pablo Dorta-González , María Isabel Dorta-González

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

The present paper takes its place in the stream of studies that analyze the effect of interdisciplinarity on the impact of research output. Unlike previous studies, in this study the interdisciplinarity of the publications is not inferred…

Digital Libraries · Computer Science 2018-10-31 Giovanni Abramo , Ciriaco Andrea D'Angelo , Flavia Di Costa

A society or country with income equally distributed among its people is truly a fiction! The phenomena of socioeconomic inequalities have been plaguing mankind from times immemorial. We are interested in gaining an insight about the…

General Finance · Quantitative Finance 2018-08-07 Kiran Sharma , Subhradeep Das , Anirban Chakraborti

Purpose: Academic citation and social attention measure different dimensions in the impact of research results. We quantify the contribution of funding to both indicators considering the differences attributable to the research field and…

Digital Libraries · Computer Science 2023-04-04 Pablo Dorta-González , María Isabel Dorta-González

Research on innovation and sustainability is prolific but fragmented. This study integrates the research on innovation in management and business and STEM fields for sustainability in a unified framework for the case of developing countries…

Digital Libraries · Computer Science 2021-08-18 Julian D. Cortes , Mireia Guix , Katerina Bohle Carbonell

International mobility in academia can enhance the human and social capital of researchers and consequently their scientific outcome. However, there is still a very limited understanding of the different mobility patterns among scholars…

Digital Libraries · Computer Science 2022-03-30 Fakhri Momeni , Fariba Karimi , Philipp Mayr , Isabella Peters , Stefan Dietze

Same-race mentorship preference refers to mentors or mentees forming connections significantly influenced by a shared race. Although racial diversity in science has been well-studied and linked to favorable outcomes, the extent and effects…

Social and Information Networks · Computer Science 2024-05-07 Meijun Liu , Yi Bu , Daifeng Li , Ying Ding , Daniel E. Acuna

Citation metrics are becoming pervasive in the quantitative evaluation of scholars, journals and institutions. More then ever before, hiring, promotion, and funding decisions rely on a variety of impact metrics that cannot disentangle…

Digital Libraries · Computer Science 2015-09-03 Jasleen Kaur , Emilio Ferrara , Filippo Menczer , Alessandro Flammini , Filippo Radicchi

Understanding the emergence, co-evolution, and convergence of science and technology (S&T) areas offers competitive intelligence for researchers, managers, policy makers, and others. The resulting data-driven decision support helps set…

Large language models are increasingly deployed in STEM education for personalized instruction and feedback across institutions in high- and low-income countries. These systems are designed to adapt content to student needs, but whether…

Computers and Society · Computer Science 2026-05-19 Amogh Gupta , Niharika Patil , Sourojit Ghosh , SnehalKumar , S Gaikwad

Science is driven by community endeavors across diverse fields and specializations, forming a complex structure that renders conventional performance evaluation methods inadequate. Using established indicators, the network-based normalized…

Digital Libraries · Computer Science 2026-02-09 Adarsh Raghuvanshi , Hrishidev Unni , Vinayak , Anirban Chakraborti

Faculty at prestigious institutions dominate scientific discourse, with the small proportion of researchers at elite universities producing a disproportionate share of all research publications. Environmental prestige is known to drive such…

Digital Libraries · Computer Science 2022-04-13 Sam Zhang , K. Hunter Wapman , Daniel B. Larremore , Aaron Clauset