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Bibliometric measures derived from citation counts are increasingly being used as a research evaluation tool. Their strengths and weaknesses have been widely analyzed in the literature and are often subject of vigorous debate. We believe…

Digital Libraries · Computer Science 2013-08-09 A. Bartoli , E. Medvet

Researchers, editors, educators and publishers need to understand the mix of research methods used in their field to guide decision making, with a current concern being that qualitative research is threatened by big data. Although there…

Digital Libraries · Computer Science 2021-05-05 Mike Thelwall , Tamara Nevill

The exponential growth in scientific publications poses a severe challenge for human researchers. It forces attention to more narrow sub-fields, which makes it challenging to discover new impactful research ideas and collaborations outside…

Digital Libraries · Computer Science 2025-06-12 Xuemei Gu , Mario Krenn

The scientific impact of academic papers is influenced by intricate factors such as dynamic popularity and inherent contribution. Existing models typically rely on static graphs for citation count estimation, failing to differentiate among…

Social and Information Networks · Computer Science 2024-09-04 Zhikai Xue , Guoxiu He , Zhuoren Jiang , Sichen Gu , Yangyang Kang , Star Zhao , Wei Lu

While not all researchers prioritize social impact, it is undeniably a crucial aspect that adds significance to their work. The objective of this paper is to explore potential gender differences in the social attention paid to researchers…

Social and Information Networks · Computer Science 2023-08-23 Sara M. González-Betancor , Pablo Dorta-González

Science of science (SciSci) is an emerging discipline wherein science is used to study the structure and evolution of science itself using large data sets. The increasing availability of digital data on scholarly outcomes offers…

Social and Information Networks · Computer Science 2020-06-01 Sha Yuan , Zhou Shao , Yu Zhang , Xingxing Wei , Tong Xiao , Yifan Wang , Jie Tang

It is hard to detect important articles in a specific context. Information retrieval techniques based on full text search can be inaccurate to identify main topics and they are not able to provide an indication about the importance of the…

Digital Libraries · Computer Science 2016-07-28 Metin Doslu , Haluk O. Bingol

This is a report about the use and misuse of citation data in the assessment of scientific research. The idea that research assessment must be done using ``simple and objective'' methods is increasingly prevalent today. The ``simple and…

Methodology · Statistics 2009-10-20 Robert Adler , John Ewing , Peter Taylor

Today, it is not clear how the impact of research on other areas of society than science should be measured. While peer review and bibliometrics have become standard methods for measuring the impact of research in science, there is not yet…

Digital Libraries · Computer Science 2014-09-11 Lutz Bornmann

The Internet-based encyclopaedia Wikipedia has grown to become one of the most visited web-sites on the Internet. However, critics have questioned the quality of entries, and an empirical study has shown Wikipedia to contain errors in a…

Digital Libraries · Computer Science 2011-01-04 Finn Aarup Nielsen

In our chapter we address the statistical analysis of percentiles: How should the citation impact of institutions be compared? In educational and psychological testing, percentiles are already used widely as a standard to evaluate an…

Digital Libraries · Computer Science 2014-04-16 Richard Williams , Lutz Bornmann

Determining how scientific achievements influence the subsequent process of knowledge creation is a fundamental step in order to build a unified ecosystem for studying the dynamics of innovation and competitiveness. Relying separately on…

Physics and Society · Physics 2017-11-13 Aurelio Patelli , Giulio Cimini , Emanuele Pugliese , Andrea Gabrielli

In this paper we show that the dramatic increase in the number of research articles indexed in the Web of Science database impacts the commonly observed distributions of citations within these articles. First, we document that the growing…

Digital Libraries · Computer Science 2017-03-09 Lovro Šubelj , Dalibor Fiala

This study examines the use of evidence in policymaking by analysing a range of journal and article attributes, as well as online engagement metrics. It employs a large-scale citation analysis of nearly 150,000 articles covering diverse…

Digital Libraries · Computer Science 2025-04-29 Pablo Dorta-González

Similar to how innovations often find success in fields other than their original domains, in this study we explore whether the same holds true for scientific discoveries. We investigate the flow of knowledge across scientific disciplines,…

Digital Libraries · Computer Science 2024-04-03 Giovanni Abramo , Ciriaco Andrea D'Angelo

We propose a representation of science as a citation-density landscape and investigate scaling rules with the field-specific citation density as a main topological property. We focus on the size-dependence of several main bibliometric…

Physics and Society · Physics 2007-07-24 Anthony F. J. van Raan

The new web-based academic communication platforms do not only enable researchers to better advertise their academic outputs, making them more visible than ever before, but they also provide a wide supply of metrics to help authors better…

Digital Libraries · Computer Science 2018-04-17 Alberto Martín-Martín , Enrique Orduna-Malea , Emilio Delgado López-Cózar

Articles in high-impact journals are, on average, more frequently cited. But are they cited more often because those articles are somehow more "citable"? Or are they cited more often simply because they are published in a high-impact…

Digital Libraries · Computer Science 2021-03-29 V. A. Traag

Following in the footsteps of the model of scientific communication, which has recently gone through a metamorphosis (from the Gutenberg galaxy to the Web galaxy), a change in the model and methods of scientific evaluation is also taking…

Digital Libraries · Computer Science 2016-02-09 Alberto Martin-Martin , Enrique Orduna-Malea , Juan M. Ayllon , Emilio Delgado Lopez-Cozar

For the 100 largest European universities we studied the statistical properties of bibliometric indicators related to research performance, field citation density and journal impact. We find a size-dependent cumulative advantage for the…

Data Analysis, Statistics and Probability · Physics 2007-05-23 Anthony F. J. van Raan
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