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Generative AI systems such as ChatGPT are increasingly used in scientific writing, yet their broader implications for the organization of scientific knowledge remain unclear. We examine whether AI-assisted writing intensity, measured as the…

数字图书馆 · 计算机科学 2026-04-16 Erjia Yan , Chaoqun Ni

As large language models are increasingly deployed in retrieval-augmented generation and agentic systems that accumulate extensive context, understanding how distracting information affects long-context performance becomes critical. Prior…

人工智能 · 计算机科学 2026-05-12 Muhan Gao , Zih-Ching Chen , Kuan-Hao Huang

This paper investigates the relationship between scientists' cognitive profile and their ability to generate innovative ideas and gain scientific recognition. We propose a novel author-level metric based on the semantic representation of…

综合经济学 · 经济学 2023-12-19 Pierre Pelletier , Kevin Wirtz

Marketing scholars have underscored the importance of conceptual articles in providing theoretical foundations and new perspectives to the field. This paper supports the argument by employing two network-based measures -- the number of…

社会与信息网络 · 计算机科学 2025-12-02 Jennifer JooYeon Lee , Hyunuk Kim

The rapid rise of international collaboration over the past three decades, demonstrated in coauthorship of scientific articles, raises the question of whether countries benefit from cooperative science and how this might be measured. We…

数字图书馆 · 计算机科学 2018-10-22 Caroline S. Wagner , Travis Whetsell , Jeroen Baas , Koen Jonkers

Artificial intelligence (AI) has seen fast paced development in industry and academia. However, striking recent advances by industry have stunned the field, inviting a fresh perspective on the role of academic research on this progress.…

计算机与社会 · 计算机科学 2024-09-20 Lizhen Liang , Han Zhuang , James Zou , Daniel E. Acuna

We quantify the long term impact that the coauthorship with established top-cited scientists has on the career of junior researchers in four different scientific disciplines. Through matched pair analysis, we find that junior researchers…

物理与社会 · 物理学 2019-11-27 Weihua Li , Tomaso Aste , Fabio Caccioli , Giacomo Livan

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…

物理与社会 · 物理学 2020-09-28 Giorgio Tripodi , Francesca Chiaromonte , Fabrizio Lillo

Urgent societal events demand scientific responses that are both rapid and impactful. Through an adversarial collaboration, we connected bibliometric databases to evaluate the speed and impact of over 2 million scientific publications in…

数字图书馆 · 计算机科学 2026-03-23 Nicholas A. Coles , Joao Francisco Goes Braga Takayanagi , Stephen M. Fiore , Lingfei Wu

The participation of women in academia has increased in the last few decades across many fields (e.g., Computer Science, History, Medicine). However, this increase in the participation of women has not been the same at all career stages.…

社会与信息网络 · 计算机科学 2025-01-23 Ana Maria Jaramillo , Mariana Macedo , Marcos Oliveira , Fariba Karimi , Ronaldo Menezes

Over the last few years, several major scientific fraud cases have shocked the scientific community. The number of retractions each year has also increased tremendously, especially in the biomedical field, and scientific misconduct accounts…

数字图书馆 · 计算机科学 2016-02-25 Philippe Mongeon , Vincent Lariviere

Collaborations are pervasive in current science. Collaborations have been studied and encouraged in many disciplines. However, little is known how a team really functions from the detailed division of labor within. In this research, we…

社会与信息网络 · 计算机科学 2019-12-05 Chao Lu , Yingyi Zhang , Yong-Yeol Ahn , Ying Ding , Chenwei Zhang , Dandan Ma

Peer review shapes which scientific claims enter the published record, but its internal dynamics are hard to measure at scale because reviewer criticism and author revision are usually embedded in long, unstructured correspondence. Here we…

数字图书馆 · 计算机科学 2026-04-16 Huihuang Jiang , Heyang Li , Zifan Wang , Ying Fan , An Zeng

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…

数字图书馆 · 计算机科学 2022-03-15 Woo Seong Jo , Lu Liu , Dashun Wang

Some scientists are more likely to explore unfamiliar research topics while others tend to exploit existing ones. In previous work, correlations have been found between scientists' topic choices and their career performances. However,…

数字图书馆 · 计算机科学 2023-07-03 Xingsheng Yang , Zhaoru Ke , Qing Ke , Haipeng Zhang , Fengnan Gao

Critique between peers plays a vital role in the production of scientific knowledge. Yet, there is limited empirical evidence on the origins of criticism, its effects on the papers and individuals involved, and its visibility within the…

数字图书馆 · 计算机科学 2024-12-05 Bingsheng Chen , Dakota Murray , Yixuan Liu , Albert-László Barabási

Academic success is distributed unequally; a few top scientists receive the bulk of attention, citations, and resources. However, do these ``superstars" foster leadership in scientific innovation? We introduce three information-theoretic…

数字图书馆 · 计算机科学 2023-01-09 Sean Kelty , Raiyan Abdul Baten , Adiba Mahbub Proma , Ehsan Hoque , Johan Bollen , Gourab Ghoshal

Interdisciplinary research has emerged as a hotbed for innovation and a key approach to addressing complex societal challenges. The increasing dominance of grant-supported research in shaping scientific advances, coupled with growing…

数字图书馆 · 计算机科学 2026-03-11 Minsu Park , Suman Kalyan Maity , Stefan Wuchty , Dashun Wang

References are an essential component of research articles and therefore of scientific communication. In this study we investigate referencing (citing) behavior in five diverse fields (astronomy, mathematics, robotics, ecology and…

物理与社会 · 物理学 2012-11-26 Staša Milojević

Distorted science communication harms individuals and society as it can lead to unhealthy behavior change and decrease trust in scientific institutions. Given the rapidly increasing volume of science communication in recent years, a…

计算与语言 · 计算机科学 2024-02-21 Amelie Wührl , Dustin Wright , Roman Klinger , Isabelle Augenstein