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Large Language Models (LLMs) are rapidly reshaping scientific research. We analyze these changes in multiple, large-scale datasets with 2.1M preprints, 28K peer review reports, and 246M online accesses to scientific documents. We find: 1)…

Digital Libraries · Computer Science 2026-01-21 Keigo Kusumegi , Xinyu Yang , Paul Ginsparg , Mathijs de Vaan , Toby Stuart , Yian Yin

Research collaboration is promoted by governments and research funders but if the relative prevalence and merits of collaboration vary internationally different national and disciplinary strategies may be needed to promote it. This study…

Digital Libraries · Computer Science 2019-10-03 Mike Thelwall , Nabeil Maflahi

Conflict in research teams was a near-ubiquitous phenomenon, with the three top issues being lack of respect or overconfidence, non-collegial behaviour and authorship. Most frequently involved (and perceived as most helpful) were informal…

Physics and Society · Physics 2026-04-28 Maike Reimer , Bianca Burkert , Theresa Goerg , Isabell M. Welpe

Growing concern that most published results, including those widely agreed upon, may be false are rarely examined against rapidly expanding research production. Replications have only occurred on small scales due to prohibitive expense and…

Social and Information Networks · Computer Science 2018-01-17 Valentin Danchev , Andrey Rzhetsky , James A. Evans

Physics is one of the most successful endeavors in science. Being a prototypic big science it also reflects the growing tendency for scientific collaborations. Utilizing 250,000 papers from ArXiv.org a prepublishing platform prevalent in…

Physics and Society · Physics 2016-10-04 Raphael H. Heiberger , Oliver J. Wieczorek

Globally, recommendation services have become important due to the fact that they support e-commerce applications and different research communities. Recommender systems have a large number of applications in many fields including economic,…

Information Retrieval · Computer Science 2020-09-01 Xiaomei Bai , Mengyang Wang , Ivan Lee , Zhuo Yang , Xiangjie Kong , Feng Xia

Purpose: This study compares the hierarchical structure of scientific teams across countries and investigates factors associated with the observed cross-national differences. Design/methodology/approach: Drawing on 150,817 publications with…

Digital Libraries · Computer Science 2026-04-03 Siyuan Liu , Wenjin Xie , Wenyu Chen , Tao Jia

Freely and openly shared low-cost electronic applications, known as open electronics, have sparked a new open-source movement, with much un-tapped potential to advance scientific research. Initially designed to appeal to electronic…

Quantitative Methods · Quantitative Biology 2022-07-14 Michael Oellermann , Jolle W. Jolles , Diego Ortiz , Rui Seabra , Tobias Wenzel , Hannah Wilson , Richelle Tanner

Ideas generated by independent samples of humans tend to be more diverse than ideas generated from independent LLM samples, raising concerns that widespread reliance on LLMs could homogenize ideation and undermine innovation at a societal…

Computers and Society · Computer Science 2026-02-25 Yuting Deng , Melanie Brucks , Olivier Toubia

Large repositories of products, patents and scientific papers offer an opportunity for building systems that scour millions of ideas and help users discover inspirations. However, idea descriptions are typically in the form of unstructured…

Human-Computer Interaction · Computer Science 2022-02-18 Tom Hope , Ronen Tamari , Hyeonsu Kang , Daniel Hershcovich , Joel Chan , Aniket Kittur , Dafna Shahaf

Studying design creativity and innovation from practical perspectives for companies requires both a good understanding of the company ecosystem and its inner processes contributing to delivered innovations and a rigorous design research…

Computers and Society · Computer Science 2013-03-22 Bernard Yannou

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

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

Is calendar time the true clock of innovation? By combining complexity science with innovation economics and using vaccine datasets containing over three million citations and eight regulatory authorisations, we discover that calendar time…

Physics and Society · Physics 2024-09-27 Martin Ho , Henry CW Price , Tim S Evans , Eoin O'Sullivan

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

We report a framework that enables the wide adoption of authentic research educational methodology at various schools by addressing common barriers. The guiding principles we present were applied to implement a program in which teams of…

Computers and Society · Computer Science 2024-07-09 Sergey V Samsonau , Aziza Kurbonova , Lu Jiang , Hazem Lashen , Jiamu Bai , Theresa Merchant , Ruoxi Wang , Laiba Mehnaz , Zecheng Wang , Ishita Patil

The ascent of scaling in artificial intelligence research has revolutionized the field over the past decade, yet it presents significant challenges for academic researchers, particularly in computational social science and critical…

Computers and Society · Computer Science 2025-04-24 Bolun Zhang , Yang Shen , Linzhuo Li , Yu Ji , Di Wu , Tongyu Wu , Lianghao Dai

Major shifts in the global system of science and technology are destabilizing the global status order and demonstrating the capacity for emerging countries like China and India to exert greater influence. In order to measure changes in the…

General Economics · Economics 2024-06-11 Renli Wu , Christopher Esposito , James Evans

Scientific discovery is shaped by scientists' choices and thus by their career patterns. The increasing knowledge required to work at the frontier of science makes it harder for an individual to embark on unexplored paths. Yet…

Physics and Society · Physics 2020-09-28 Giorgio Tripodi , Francesca Chiaromonte , Fabrizio Lillo

The scientific system that we use today was devised centuries ago and is inadequate for our current ICT-based society: the peer review system encourages conservatism, journal publications are monolithic and slow, data is often not available…

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