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Related papers: Displacing Science

200 papers

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,…

Digital Libraries · Computer Science 2025-04-08 Yiling Lin , Linzhuo Li , Lingfei Wu

The impact and originality are two critical dimensions for evaluating scientific publications, measured by citation and disruption metrics respectively. Despite the extensive effort made to understand the statistical properties and…

Digital Libraries · Computer Science 2023-05-08 An Zeng , Ying Fan , Zengru Di , Yougui Wang , Shlomo Havlin

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…

Digital Libraries · Computer Science 2025-12-04 Linzhuo Li , Yiling Lin , Lingfei Wu

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…

Digital Libraries · Computer Science 2025-12-09 Sarah James

A recent highly-publicized study by Park et al. (Nature 613: 138-144, 2023), claiming that science has become less disruptive over recent decades, represents an extraordinary achievement but with deceptive results. The measure of…

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…

Digital Libraries · Computer Science 2023-09-13 Michele Pasin , Joerg Sixt

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…

Digital Libraries · Computer Science 2025-11-18 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…

Physics and Society · Physics 2025-12-11 Xiaoyao Yu , Talal Rahwan , Tao Jia

The purpose of this paper is to provide a review of the literature on the original disruption index (DI1) and its variants in scientometrics. The DI1 has received much media attention and prompted a public debate about science policy…

Digital Libraries · Computer Science 2023-11-21 Christian Leibel , Lutz Bornmann

Park et al. [1] reported a decline in the disruptiveness of scientific and technological knowledge over time. Their main finding is based on the computation of CD indices, a measure of disruption in citation networks [2], across almost 45…

Digital Libraries · Computer Science 2024-02-23 Vincent Holst , Andres Algaba , Floriano Tori , Sylvia Wenmackers , Vincent Ginis

We examine the tension between academic impact - the volume of citations received by publications - and scientific disruption. Intuitively, one would expect disruptive scientific work to be rewarded by high volumes of citations and,…

Digital Libraries · Computer Science 2023-09-18 Mingtang Li , Giacomo Livan , Simone Righi

Progress in science and technology is punctuated by disruptive innovation and breakthroughs. Researchers have characterized these disruptions to explore the factors that spark such innovations and to assess their long-term trends. However,…

Social and Information Networks · Computer Science 2025-02-25 Munjung Kim , Sadamori Kojaku , Yong-Yeol Ahn

Science is built on the scholarly consensus that shifts with time. This raises the question of how new and revolutionary ideas are evaluated and become accepted into the canon of science. Using two recently proposed metrics, we identify…

Digital Libraries · Computer Science 2021-11-23 Yiling Lin , James Allen Evans , Lingfei Wu

A growing literature has examined whether innovation is becoming less disruptive, spanning diverse domains and data sources and using a range of methodologies. This paper provides an inventory of 105 studies exploring this question. The…

Physics and Society · Physics 2026-02-06 Xiangting Wu , Linhui Wu , Michael Park , Erin Leahey , Russell J. Funk

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.…

Digital Libraries · Computer Science 2025-02-14 Linzhuo Li , Yiling Lin , Lingfei Wu

Measuring the rate of innovation in academia and industry is fundamental to monitoring the efficiency and competitiveness of the knowledge economy. To this end, a disruption index (CD) was recently developed and applied to publication and…

Digital Libraries · Computer Science 2024-06-24 Alexander M. Petersen , Felber Arroyave , Fabio Pammolli

We respond to Holst et al.'s critique that the decline in scientific disruptiveness documented in Park et al. (Nature, 2023) is an artifact of including works with zero backward citations. Using their advocated dataset, metric, and…

Social and Information Networks · Computer Science 2026-03-23 Michael Park , Erin Leahey , Russell J. Funk

Theories of scientific and technological change view discovery and invention as endogenous processes, wherein prior accumulated knowledge enables future progress by allowing researchers to, in Newton's words, "stand on the shoulders of…

Social and Information Networks · Computer Science 2022-07-26 Michael Park , Erin Leahey , Russell Funk

The temporal dimension of citation accumulation poses fundamental challenges for quantitative research evaluations, particularly in assessing disruptive and consolidating research through the disruption index (D). While prior studies…

Digital Libraries · Computer Science 2026-04-21 Hongkan Chen , Lutz Bornmann , Yi Bu

Despite tremendous growth in the volume of new scientific and technological knowledge, the popular press has recently raised concerns that disruptive innovation is slowing. These dire prognoses were driven in part by Park et al. (2023), a…

General Economics · Economics 2026-02-27 Jeffrey T. Macher , Christian Rutzer , Rolf Weder
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