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Related papers: Beyond Citations: Measuring Novel Scientific Ideas…

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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

Novelty, akin to gene mutation in evolution, opens possibilities for scholarly advancement. Although peer review remains the gold standard for evaluating novelty in scholarly communication and resource allocation, the vast volume of…

Computation and Language · Computer Science 2024-01-17 Haining Wang

An ongoing interest in innovation studies is to understand how knowledge generated from scientific research can be used in the development of technologies. While previous inquiries have devoted to studying the scientific capacity of…

Digital Libraries · Computer Science 2020-07-13 Qing Ke

Government funding agencies and foundations tend to perceive novelty as necessary for scientific impact and hence prefer to fund novel instead of incremental projects. Evidence linking novelty and the eventual impact of a grant is…

Digital Libraries · Computer Science 2019-11-11 Han Zhuang , Daniel E. Acuna

Novel scientific knowledge is constantly produced by the scientific community. Understanding the level of novelty characterized by scientific literature is key for modeling scientific dynamics and analyzing the growth mechanisms of…

Digital Libraries · Computer Science 2018-01-30 Jiangen He , Chaomei Chen

Nobel Prizes are commonly seen to be among the most prestigious achievements of our times. Based on mining several million citations, we quantitatively analyze the processes driving paradigm shifts in science. We find that groundbreaking…

Physics and Society · Physics 2011-05-11 Amin Mazloumian , Young-Ho Eom , Dirk Helbing , Sergi Lozano , Santo Fortunato

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…

Digital Libraries · Computer Science 2023-01-09 Sean Kelty , Raiyan Abdul Baten , Adiba Mahbub Proma , Ehsan Hoque , Johan Bollen , Gourab Ghoshal

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

Metrics based on reference lists of research articles or on keywords have been used to predict citation impact. The concept behind such metrics is that original ideas stem from the reconfiguration of the structure of past knowledge, and…

Digital Libraries · Computer Science 2018-05-23 Attila Varga

Citation metrics are becoming pervasive in the quantitative evaluation of scholars, journals and institutions. More then ever before, hiring, promotion, and funding decisions rely on a variety of impact metrics that cannot disentangle…

Digital Libraries · Computer Science 2015-09-03 Jasleen Kaur , Emilio Ferrara , Filippo Menczer , Alessandro Flammini , Filippo Radicchi

Scientific novelty drives advances at the research frontier, yet it is also associated with heightened uncertainty and potential resistance from incumbent paradigms, leading to complex patterns of scientific impact. Prior studies have…

Digital Libraries · Computer Science 2026-04-15 Yi Zhao , Yang Chenggang , Yuzhuo Wang , Tong Bao , Zhang Heng , Chengzhi Zhang

Citations are commonly held to represent scientific impact. To date, however, there is no empirical evidence in support of this postulate that is central to research assessment exercises and Science of Science studies. Here, we report on…

Digital Libraries · Computer Science 2016-12-14 Filippo Radicchi , Alexander Weissman , Johan Bollen

Research articles produced through international collaboration are more highly cited than other work, but are they also more novel? Using measures developed by Uzzi et al. (2013), and replicated by Boyack and Klavans (2014), this article…

Social and Information Networks · Computer Science 2020-02-06 Caroline S. Wagner , Travis A. Whetsell , Satyam Mukherjee

Problems for evaluation and impact of published scientific works and their authors are discussed. The role of citations in this process is pointed out. Different bibliometric indicators are reviewed in this connection and ways for…

Physics and Society · Physics 2014-05-21 Bozhidar Z. Iliev

With the growing number of published scientific papers world-wide, the need to evaluation and quality assessment methods for research papers is increasing. Scientific fields such as scientometrics, informetrics and bibliometrics establish…

Digital Libraries · Computer Science 2019-03-19 Ali Abrishami , Sadegh Aliakbary

Science progresses by building upon previous discoveries. It is commonly believed that the impact of scientific papers, as measured by citations, is positively correlated with the impact of past discoveries built upon. However, analyzing…

Physics and Society · Physics 2023-03-08 Jiazhen Liu , Tamang Kunal , Dashun Wang , Chaoming Song

The proliferation of surveys and review articles in academic journals has impacted citation metrics like impact factor and h-index, skewing evaluations of journal and researcher quality. This work investigates the implications of this…

Digital Libraries · Computer Science 2025-04-09 Jesus S. Aguilar-Ruiz

The accelerating pace of scientific publication makes it difficult to identify truly original research among incremental work. We propose a framework for estimating the conceptual novelty of research papers by combining semantic…

Machine Learning · Computer Science 2026-01-06 Zhengxu Yan , Han Li , Yuming Feng

The exponentially growing number of scientific papers stimulates a discussion on the interplay between quantity and quality in science. In particular, one may wonder which publication strategy may offer more chances of success: publishing…

Physics and Society · Physics 2023-05-15 Sirag Erkol , Satyaki Sikdar , Filippo Radicchi , Santo Fortunato

A widely used measure of scientific impact is citations. However, due to their heavy-tailed distribution, citations are fundamentally difficult to predict. Instead, to characterize scientific impact, we address two analogous questions asked…

Digital Libraries · Computer Science 2016-11-17 Yuxiao Dong , Reid A. Johnson , Nitesh V. Chawla
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