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Many theories of scientific and technological progress imagine science as an iterative, developmental process periodically interrupted by innovations which disrupt and restructure the status quo. Due to the immense societal value created by…

社会与信息网络 · 计算机科学 2023-09-01 Thomas Gebhart , Russell Funk

This paper outlines a framework for the study of innovation that treats discoveries as additions to evolving networks. As inventions enter they expand or limit the reach of the ideas they build on by influencing how successive discoveries…

社会与信息网络 · 计算机科学 2012-12-17 Russell J. Funk , Jason Owen-Smith

This study introduces the Disruption Index as a superior citation-based metric. This index quantitatively assesses the degree to which a publication redirects subsequent scholarly attention away from its preceding literature, thus measuring…

数字图书馆 · 计算机科学 2025-12-09 Sarah James

New ideas are often thought to arise from recombining existing knowledge. Yet despite rapid publication growth - and expanding opportunities for recombination - scientific breakthroughs remain rare. This gap between productivity and…

数字图书馆 · 计算机科学 2025-12-04 Linzhuo Li , Yiling Lin , Lingfei Wu

Using large-scale citation data and a breakthrough metric, the study systematically evaluates the inevitability of scientific breakthroughs. We find that scientific breakthroughs emerge as multiple discoveries rather than singular events.…

数字图书馆 · 计算机科学 2025-02-14 Linzhuo Li , Yiling Lin , Lingfei Wu

In the last two decades, scholars have designed various types of bibliographic related indicators to identify breakthrough-class academic achievements. In this study, we take a further step to look at properties of the promising disruptive…

数字图书馆 · 计算机科学 2020-09-16 Guoqiang Liang , Yi Jiang , Haiyan Hou

Despite persistent efforts to understand the dynamics of creativity of scientists over careers in terms of productivity, impact, and prize, little is known about the dynamics of scientists' disruptive efforts that affect individual academic…

物理与社会 · 物理学 2024-05-28 Shuang Zhang , Feifan Liu , Haoxiang Xia

Evaluating the disruptive nature of academic ideas is a new area of research evaluation that moves beyond standard citation-based metrics by taking into account the broader citation context of publications or patents. The "$CD$ index" and a…

数字图书馆 · 计算机科学 2023-09-13 Michele Pasin , Joerg Sixt

The emergence of large language models offers new possibilities for structured exploration of scientific knowledge. Rather than viewing scientific discovery as isolated ideas or content, we propose a structured approach that emphasizes the…

人工智能 · 计算机科学 2025-04-15 Junlan Chen , Kexin Zhang , Daifeng Li , Yangyang Feng , Yuxuan Zhang , Bowen Deng

Recently, Wu, Wang, and Evans (2019) and Bu, Waltman, and Huang (2019) proposed a new family of indicators, which measure whether a scientific publication is disruptive to a field or tradition of research. Such disruptive influences are…

数字图书馆 · 计算机科学 2021-01-05 Lutz Bornmann , Sitaram Devarakonda , Alexander Tekles , George Chacko

Initially developed to capture technical innovation and later adapted to identify scientific breakthroughs, the Disruption Index (D-index) offers the first quantitative framework for analyzing transformative research. Despite its promise,…

数字图书馆 · 计算机科学 2025-04-08 Yiling Lin , Linzhuo Li , Lingfei Wu

Recent research on the decline in the paper disruption index (D-index) has sparked heated debates among scholars and garnered significant attention from policymakers and research institution leaders globally. To bridge the gap between…

数字图书馆 · 计算机科学 2024-10-11 Linzhuo Li , Yiling Lin , Lingfei Wu

Despite extensive research on scientific disruption, two questions remain: why disruption has declined amid growing knowledge, and why disruptive work receives fewer and delayed citations. One way to address these questions is to identify…

物理与社会 · 物理学 2025-12-11 Xiaoyao Yu , Talal Rahwan , Tao Jia

A recent analysis of scientific publication and patent citation networks by Park et al. (Nature, 2023) suggests that publications and patents are becoming less disruptive over time. Here we show that the reported decrease in disruptiveness…

数字图书馆 · 计算机科学 2024-12-03 Alexander M. Petersen , Felber Arroyave , Fabio Pammolli

To better align theories of paradigm shifting discoveries and empirics identifying them, we pro-pose a novel measure that incorporates a discovery impact, novelty, and tendency to break with the past into a single, coherent measure.…

数字图书馆 · 计算机科学 2026-04-14 Sajad Ashouri , Arash Hajikhani , Ari Hyytinen , Petri Rouvinen , Arho Suominen

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…

人工智能 · 计算机科学 2025-12-16 Karthik Duraisamy

Following Funk and Owen-Smith (2017), Wu et al. (2019) proposed the disruption index (DI1) as a bibliometric indicator that measures disruptive and consolidating research. When we summarized the literature on the disruption index for our…

数字图书馆 · 计算机科学 2024-11-14 Christian Leibel , Lutz Bornmann

The combination of diverse, pre-existing knowledge is a common explanation for scientific breakthroughs. However, a paradox exists: while scientific output and the potential for such recombination have grown exponentially, the rate of…

数字图书馆 · 计算机科学 2025-11-18 Linzhuo Li , Yiling Lin , Lingfei Wu

Science prizes purportedly reward innovation and explorations of new phenomena. Yet, in practice prizes may inadvertently divert resources from similarly impactful but less celebrated scholars. Despite this paradox, knowledge of how…

数字图书馆 · 计算机科学 2025-06-24 Chaolin Tian , Yurui Huang , Ching Jin , Yifang Ma , Brian Uzzi

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…

物理与社会 · 物理学 2022-10-20 Likun Cao , Ziwen Chen , James Evans
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