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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

Ageing of publications, percentage of self-citations, and impact vary from journal to journal within fields of science. The assumption that citation and publication practices are homogenous within specialties and fields of science is…

Physics and Society · Physics 2009-11-10 Loet Leydesdorff

Data reuse is a common practice in the social sciences. While published data play an essential role in the production of social science research, they are not consistently cited, which makes it difficult to assess their full scholarly…

Digital Libraries · Computer Science 2023-05-03 Sara Lafia , Andrea Thomer , Elizabeth Moss , David Bleckley , Libby Hemphill

Calls to make scientific research more open have gained traction with a range of societal stakeholders. Open Science practices include but are not limited to the early sharing of results via preprints and openly sharing outputs such as data…

Data collected by social media platforms have recently been introduced as a new source for indicators to help measure the impact of scholarly research in ways that are complementary to traditional citation-based indicators. Data generated…

Digital Libraries · Computer Science 2013-08-09 Stefanie Haustein , Isabella Peters , Cassidy R. Sugimoto , Mike Thelwall , Vincent Larivière

Open citation data can improve the transparency and robustness of scientific portfolio analysis, improve science policy decision-making, stimulate downstream commercial activity, and increase the discoverability of scientific articles. Once…

Digital Libraries · Computer Science 2021-06-21 B. Ian Hutchins

Over the past four decades, artificial intelligence (AI) research has flourished at the nexus of academia and industry. However, Big Tech companies have increasingly acquired the edge in computational resources, big data, and talent. So…

Digital Libraries · Computer Science 2025-12-08 Max Martin Gnewuch , Jan Philip Wahle , Terry Ruas , Bela Gipp

In this paper, we present COCI, the OpenCitations Index of Crossref open DOI-to-DOI citations (http://opencitations.net/index/coci). COCI is the first open citation index created by OpenCitations, in which we have applied the concept of…

Digital Libraries · Computer Science 2019-09-25 Ivan Heibi , Silvio Peroni , David Shotton

Causal inference from observational data is the goal of many data analyses in the health and social sciences. However, academic statistics has often frowned upon data analyses with a causal objective. The introduction of the term "data…

Machine Learning · Statistics 2019-04-11 Miguel A. Hernán , John Hsu , Brian Healy

With the rapid growth in the number of scientific publications, year after year, it is becoming increasingly difficult to identify quality authoritative work on a single topic. Though there is an availability of scientometric measures which…

Computation and Language · Computer Science 2019-10-09 Dominique Mercier , Akansha Bhardwaj , Andreas Dengel , Sheraz Ahmed

The OpenCitations organization is working on ingesting citation data and bibliographic metadata directly provided by the community (e.g., scholars and publishers). The aim is to improve the general coverage of open citations, which is still…

Digital Libraries · Computer Science 2022-09-26 Arcangelo Massari , Ivan Heibi

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…

Digital Libraries · Computer Science 2024-12-03 Alexander M. Petersen , Felber Arroyave , Fabio Pammolli

The scientific community increasingly relies on open data sharing, yet existing metrics inadequately capture the true impact of datasets as research outputs. Traditional measures, such as the h-index, focus on publications and citations but…

Computers and Society · Computer Science 2025-12-09 Smitha Muthya Sudheendra , Zhongxing Zhang , Wenwen Cao , Jisu Huh , Jaideep Srivastava

This study explores the extent to which bibliometric indicators based on counts of highly-cited documents could be affected by the choice of data source. The initial hypothesis is that databases that rely on journal selection criteria for…

Digital Libraries · Computer Science 2018-11-20 Alberto Martín-Martín , Enrique Orduna-Malea , Emilio Delgado López-Cózar

The sharing and citation of research data is becoming increasingly recognized as an essential building block in scientific research across various fields and disciplines. Sharing research data allows other researchers to reproduce results,…

Digital Libraries · Computer Science 2023-09-22 Tim Conrad , Eloi Ferrer , Daniel Mietchen , Larissa Pusch , Johannes Stegmuller , Moritz Schubotz

Recent research has helped to cultivate growing awareness that machine learning systems fueled by big data can create or exacerbate troubling disparities in society. Much of this research comes from outside of the practicing data science…

Machine Learning · Statistics 2019-07-23 Brian d'Alessandro , Cathy O'Neil , Tom LaGatta

It is well known in bibliometrics that the average number of citations per paper differs greatly between the various disciplines. The differing citation culture (in particular the different average number of references per paper and thereby…

Digital Libraries · Computer Science 2014-08-27 Werner Marx , Lutz Bornmann

Academic data sharing is a way for researchers to collaborate and thereby meet the needs of an increasingly complex research landscape. It enables researchers to verify results and to pursuit new research questions with "old" data. It is…

Digital Libraries · Computer Science 2015-03-03 Benedikt Fecher , Sascha Friesike , Marcel Hebing , Stephanie Linek , Armin Sauermann

The general purpose of a scientific publication is the exchange and spread of knowledge. A publication usually reports a scientific result and tries to convince the reader that it is valid. With an ever-growing number of papers relying on…

Digital Libraries · Computer Science 2018-08-24 Christian Schulz

ORCID is a scientific infrastructure created to solve the problem of author name ambiguity. Over the years ORCID has also become a useful source for studying academic activities reported by researchers. Our objective in this research was to…

Digital Libraries · Computer Science 2021-05-26 Andrea Sixto-Costoya , Nicolas Robinson-Garcia , Thed N. van Leeuwen , Rodrigo Costas