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Following discussions in 2010 and 2011, scientometric evaluators have increasingly abandoned relative indicators in favor of comparing observed with expected citation ratios. The latter method provides parameters with error values allowing…

Digital Libraries · Computer Science 2018-08-30 Loet Leydesdorff , Tobias Opthof

The SNIP (source normalized impact per paper) indicator is an indicator of the citation impact of scientific journals. The indicator, introduced by Henk Moed in 2010, is included in Elsevier's Scopus database. The SNIP indicator uses a…

Digital Libraries · Computer Science 2012-09-06 Ludo Waltman , Nees Jan van Eck , Thed N. van Leeuwen , Martijn S. Visser

The present study aims to analyze 1) the relationship between Citation Normalized Score of scientific publications and Article Processing Charges (APCs) of Gold Open Access (OA) publications 2) the determinants of APCs. To do so, we used…

Digital Libraries · Computer Science 2022-03-29 Abdelghani Maddi , David Sapinho

A number of journal classification systems have been developed in bibliometrics since the launch of the Citation Indices by the Institute of Scientific Information (ISI) in the 1960s. These systems are used to normalize citation counts with…

Digital Libraries · Computer Science 2016-07-22 Loet Leydesdorff , Lutz Bornmann , Ping Zhou

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

Large language models (LLMs) power deep research agents that synthesize information from hundreds of web sources into cited reports, yet these citations cannot be reliably verified. Current approaches either trust models to self-cite…

Computation and Language · Computer Science 2026-05-08 Hailey Onweller , Elias Lumer , Austin Huber , Pia Ramchandani , Vamse Kumar Subbiah , Corey Feld

This literature review identifies indicators that associate with higher impact or higher quality research from article text (e.g., titles, abstracts, lengths, cited references and readability) or metadata (e.g., the number of authors,…

Digital Libraries · Computer Science 2022-12-14 Kayvan Kousha , Mike Thelwall

Background: Citation analysis has become an important tool for research performance assessment in the medical sciences. However, different areas of medical research may have considerably different citation practices, even within the same…

Digital Libraries · Computer Science 2015-06-11 Nees Jan van Eck , Ludo Waltman , Anthony F. J. van Raan , Robert J. M. Klautz , Wilco C. Peul

This article introduces the Multidimensional Research Assessment Matrix of scientific output. Its base notion holds that the choice of metrics to be applied in a research assessment process depends upon the unit of assessment, the research…

Digital Libraries · Computer Science 2014-06-24 Henk F. Moed , Gali Halevi

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

Online health communications often provide biased interpretations of evidence and have unreliable links to the source research. We tested the feasibility of a tool for matching webpages to their source evidence. From 207,538 eligible…

Information Retrieval · Computer Science 2020-08-20 Eliza Harrison , Paige Martin , Didi Surian , Adam G. Dunn

Large language models (LLMs) are increasingly used to generate scientific reports, but they can produce references that appear plausible while containing corrupted metadata or pointing to papers that do not exist. We introduce CiteCheck, a…

Digital Libraries · Computer Science 2026-05-28 Khashayar Khajavi , Shaghayegh Sadeghi , Rise Adhikari , Alexander Tessier

Percentiles are statistics pointing to the standing of a paper's citation impact relative to other papers in a given citation distribution. Percentile Ranks (PRs) often play an important role in evaluating the impact of scholars,…

Digital Libraries · Computer Science 2020-05-04 Lutz Bornmann , Richard Williams

Dissertations can be the single most important scholarly outputs of junior researchers. Whilst sets of journal articles are often evaluated with the help of citation counts from the Web of Science or Scopus, these do not index dissertations…

Digital Libraries · Computer Science 2019-02-26 Kayvan Kousha , Mike Thelwall

Summing or averaging nonlinearly field-normalized citation counts is a common but methodologically problematic practice, as it violates mathematical principles. The issue originates from the nonlinear transformation, which disrupts the…

Digital Libraries · Computer Science 2025-11-05 Limi Tang

The web application presented in this paper allows for an analysis to reveal centres of excellence in different fields worldwide using publication and citation data. Only specific aspects of institutional performance are taken into account…

Digital Libraries · Computer Science 2013-07-25 Lutz Bornmann , Moritz Stefaner , Felix de Moya Anegon , Ruediger Mutz

The Eigenfactor Metrics provide an alternative way of evaluating scholarly journals based on an iterative ranking procedure analogous to Google's PageRank algorithm. These metrics have recently been adopted by Thomson-Reuters and are listed…

Digital Libraries · Computer Science 2010-05-03 Jevin West , Theodore Bergstrom , Carl Bergstrom

We introduce SciTrek, a diagnostic question-answering benchmark designed to probe long-context numerical reasoning in large language models (LLMs). Existing long-context benchmarks mostly focus on simple information retrieval, rely on…

Artificial Intelligence · Computer Science 2026-03-03 Miao Li , Alexander Gurung , Irina Saparina , Mirella Lapata

Scholars frequently employ relatedness measures to estimate the similarity between two different items (e.g., documents, authors, and institutes). Such relatedness measures are commonly based on overlapping references ($\textit{i.e.}$,…

Social and Information Networks · Computer Science 2020-04-14 Jinhyuk Yun , Sejung Ahn , June Young Lee

Google Scholar has been well received by the research community. Its promises of free, universal and easy access to scientific literature as well as the perception that it covers better than other traditional multidisciplinary databases the…

Digital Libraries · Computer Science 2017-10-17 Emilio Delgado López-Cózar , Nicolás Robinson-Garcia , Daniel Torres-Salinas