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Fast growing scientific topics have famously been key harbingers of the new frontiers of science, yet, large-scale analyses of their genesis and impact are rare. We investigate one possible factor connected with a topic's extraordinary…

Digital Libraries · Computer Science 2021-11-17 Ching Jin , Yifang Ma , Brian Uzzi

Recent advancements in large language models (LLMs) have sparked optimism about their potential to accelerate scientific discovery, with a growing number of works proposing research agents that autonomously generate and validate new ideas.…

Computation and Language · Computer Science 2024-09-09 Chenglei Si , Diyi Yang , Tatsunori Hashimoto

Extensive research has documented the immediate impacts of the COVID-19 pandemic on scientists, yet it remains unclear if and how such impacts have shifted over time. Here we compare results from two surveys of principal investigators,…

Digital Libraries · Computer Science 2021-11-17 Jian Gao , Yian Yin , Kyle R. Myers , Karim R. Lakhani , Dashun Wang

The rapid evolution of artificial intelligence has led to expectations of transformative impact on science, yet current systems remain fundamentally limited in enabling genuine scientific discovery. This perspective contends that progress…

Artificial Intelligence · Computer Science 2025-12-16 Karthik Duraisamy

Power dynamics influence every aspect of scientific collaboration. Team power dynamics can be measured by team power level and team power hierarchy. Team power level is conceptualized as the average level of the possession of resources,…

Physics and Society · Physics 2022-04-18 Huimin Xu , Yi Bu , Meijun Liu , Chenwei Zhang , Mengyi Sun , Yi Zhang , Eric Meyer , Eduardo Salas , Ying Ding

Novelty evaluation is vital for the promotion and management of innovation. With the advancement of information techniques and the open data movement, some progress has been made in novelty measurements. Tracking and reviewing novelty…

Digital Libraries · Computer Science 2025-01-30 Yi Zhao , Chengzhi Zhang

Over the last 20 years, a very large number of startups have been launched, ranging from mobile application and game providers to enormous corporations that have started as tiny startups. Startups are an important topic for research and…

Software Engineering · Computer Science 2021-08-21 Juhani Risku

Development in Artificial Intelligence (AI) has accelerated scientific discovery. Alongside recent AI-oriented Nobel prizes, these trends establish the role of AI tools in science. This advancement raises questions about the potential…

Computers and Society · Computer Science 2025-12-02 Qianyue Hao , Fengli Xu , Yong Li , James Evans

Considering collaborative patent development, we provide micro-level evidence for innovation through exchanges of differentiated knowledge. Knowledge embodied in a patent is proxied by word pairs appearing in its abstract, while novelty is…

General Economics · Economics 2022-11-07 Tomoya Mori , Jonathan Newton , Shosei Sakaguchi

Peer review in academic research aims not only to ensure factual correctness but also to identify work of high scientific potential that can shape future research directions. This task is especially critical in fast-moving fields such as…

Applications · Statistics 2025-11-26 Buxin Su , Natalie Collina , Garrett Wen , Didong Li , Kyunghyun Cho , Jianqing Fan , Bingxin Zhao , Weijie Su

The past few centuries have witnessed a dramatic growth in scientific and technological knowledge. However, the nature of that growth - whether exponential or otherwise - remains controversial, perhaps partly due to the lack of quantitative…

Physics and Society · Physics 2024-09-16 Huquan Kang , Luoyi Fu , Russell J. Funk , Xinbing Wang , Jiaxin Ding , Shiyu Liang , Jianghao Wang , Lei Zhou , Chenghu Zhou

New scientific ideas drive progress, yet measuring scientific novelty remains challenging. We use natural language processing to detect the origin and impact of new ideas in scientific publications. To validate our methods, we analyze Nobel…

General Economics · Economics 2025-02-25 Sam Arts , Nicola Melluso , Reinhilde Veugelers

Newton's centuries-old wisdom of standing on the shoulders of giants raises a crucial yet underexplored question: Out of all the prior works cited by a discovery, which one is its giant? Here, we develop a novel, discipline-independent…

Digital Libraries · Computer Science 2022-03-15 Woo Seong Jo , Lu Liu , Dashun Wang

In science as elsewhere, attention is a limited resource and scientists compete with one another to produce the most exciting, novel and impactful results. We develop a game-theoretic model to explore how such competition influences the…

Physics and Society · Physics 2025-09-09 Kevin Gross , Carl T. Bergstrom

Innovation or the creation and diffusion of new material, social and cultural things in society has been widely studied in sociology and across the social sciences, with investigations sufficiently diverse and dispersed to make them…

Physics and Society · Physics 2022-10-20 Likun Cao , Ziwen Chen , James Evans

Breakthrough discoveries and inventions involve unexpected combinations of contents including problems, methods, and natural entities, and also diverse contexts such as journals, subfields, and conferences. Drawing on data from tens of…

Digital Libraries · Computer Science 2020-01-17 Feng Shi , James Evans

Science is increasingly global, with international collaboration playing a crucial role in advancing scientific development and knowledge exchange across borders. However, the processes that regulate how scientific labor is distributed…

Digital Libraries · Computer Science 2024-10-18 Lili Miao , Vincent Larivière , Byungkyu Lee , Yong-Yeol Ahn , Cassidy R. Sugimoto

How are the merits of innovative ideas communicated in science? Here we conduct semantic analyses of grant application success with a focus on scientific promotional language, which has been growing in frequency in many contexts and…

Digital Libraries · Computer Science 2024-07-15 Hao Peng , Huilian Sophie Qiu , Henrik Barslund Fosse , Brian Uzzi

Novel research ideas play a critical role in advancing scientific inquiries. Recent advancements in Large Language Models (LLMs) have demonstrated their potential to generate novel research ideas by leveraging large-scale scientific…

Artificial Intelligence · Computer Science 2025-11-05 Keyu Zhao , Weiquan Lin , Qirui Zheng , Fengli Xu , Yong Li

Scientific institutions play a crucial role in driving intellectual, social, and technological progress. Their capacity to innovate depends mainly on their ability to attract, retain, and nurture scientific talent and ultimately make it…

Digital Libraries · Computer Science 2023-07-14 Marcia Ferreira , Rodrigo Costas , Vito Servedio , Stefan Thurner
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