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Over the past decade, national research evaluation exercises, traditionally conducted using the peer review method, have begun opening to bibliometric indicators. The citations received by a publication are assumed as proxy for its quality,…

Digital Libraries · Computer Science 2018-11-01 Giovanni Abramo , Tindaro Cicero , Ciriaco Andrea D'Angelo

AI answer engines are a relatively new kind of information search tool: rather than returning a ranked list of documents, they generate an answer to a search question with inline citations to sources. But reading the cited sources is…

Human-Computer Interaction · Computer Science 2026-04-06 Hita Kambhamettu , Alyssa Hwang , Philippe Laban , Andrew Head

Using bibliometric data artificially generated through a model of citation dynamics calibrated on empirical data, we compare several indicators for the scientific impact of individual researchers. The use of such a controlled setup has the…

Physics and Society · Physics 2016-09-21 Matus Medo , Giulio Cimini

Quantitative Artificial Intelligence (AI) Benchmarks have emerged as fundamental tools for evaluating the performance, capability, and safety of AI models and systems. Currently, they shape the direction of AI development and are playing an…

Artificial Intelligence · Computer Science 2025-05-27 Maria Eriksson , Erasmo Purificato , Arman Noroozian , Joao Vinagre , Guillaume Chaslot , Emilia Gomez , David Fernandez-Llorca

Social media has become integrated into the fabric of the scholarly communication system in fundamental ways: principally through scholarly use of social media platforms and the promotion of new indicators on the basis of interactions with…

Digital Libraries · Computer Science 2016-08-30 Cassidy R. Sugimoto , Sam Work , Vincent Larivière , Stefanie Haustein

This chapter discusses altmetrics (short for "alternative metrics"), an approach to uncovering previously-invisible traces of scholarly impact by observing activity in online tools and systems. I argue that citations, while useful, miss…

Digital Libraries · Computer Science 2015-07-07 Jason Priem

An accurate and fair assessment of the efficiency and impact of scientific work is, despite a lot of recent research effort, still an open problem. The measurement of quality and success of individual scientists and research groups can be…

Digital Libraries · Computer Science 2015-11-19 Miloš Kudělka , Jan Platoš , Pavel Krömer

Scientific articles play a crucial role in advancing knowledge and informing research directions. One key aspect of evaluating scientific articles is the analysis of citations, which provides insights into the impact and reception of the…

Digital Libraries · Computer Science 2026-03-09 Walid Hariri

The basic indicators of a researcher's productivity and impact are still the number of publications and their citation counts. These metrics are clear, straightforward, and easy to obtain. When a ranking of scholars is needed, for instance…

Digital Libraries · Computer Science 2015-05-13 Dalibor Fiala , Lovro Šubelj , Slavko Žitnik , Marko Bajec

Most publication and citation indicators are based on datasets with multi-authored publications and thus a change in counting method will often change the value of an indicator. Therefore it is important to know why a specific counting…

Digital Libraries · Computer Science 2017-06-28 Marianne Gauffriau

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

Purpose: The study aims to analyze the synergy of Artificial Intelligence (AI), with scientometrics, webometrics, and bibliometrics to unlock and to emphasize the potential of the applications and benefits of AI algorithms in these fields.…

Digital Libraries · Computer Science 2024-03-29 Hamid Reza Saeidnia , Elaheh Hosseini , Shadi Abdoli , Marcel Ausloos

Effective scientific communication depends on accurate citations that validate sources and guide readers to supporting evidence. Yet academic literature faces mounting challenges: semantic citation errors that misrepresent sources,…

Computation and Language · Computer Science 2025-11-21 Sebastian Haan

Altmetrics have been proposed as a way to assess the societal impact of research. Although altmetrics are already in use as impact or attention metrics in different contexts, it is still not clear whether they really capture or reflect…

Digital Libraries · Computer Science 2019-04-16 Lutz Bornmann , Robin Haunschild , Jonathan Adams

The advent of AI driven large language models (LLMs) have stirred discussions about their role in qualitative research. Some view these as tools to enrich human understanding, while others perceive them as threats to the core values of the…

Software Engineering · Computer Science 2023-06-26 Muneera Bano , Didar Zowghi , Jon Whittle

Social media based indicators or altmetrics have been under scrutiny for the last seven years. Their promise as alternative metrics for measuring scholarly impact is still far from becoming a reality. Up to now, most studies have focused on…

Digital Libraries · Computer Science 2016-06-02 Daniel Torres-Salinas , Nicolas Robinson-Garcia , Evaristo Jiménez-Contreras

Like it or not, attempts to evaluate and monitor the quality of academic research have become increasingly prevalent worldwide. Performance reviews range from at the level of individuals, through research groups and departments, to entire…

Physics and Society · Physics 2017-03-31 R. Kenna , O. Mryglod , B. Berche

In recent years bibliometricians have paid increasing attention to research evaluation methodological problems, among these being the choice of the most appropriate indicators for evaluating quality of scientific publications, and thus for…

Digital Libraries · Computer Science 2018-11-06 Giovanni Abramo , Ciriaco Andrea D'Angelo , Flavia Di Costa

Differences between the impacts of Open Access (OA) and non-OA research have been observed over a wide range of citation and altmetric indicators, usually finding an Open Access Advantage (OAA) within specific fields. However, science-wide…

Digital Libraries · Computer Science 2024-06-18 Michael Taylor

One is inclined to conceptualize impact in terms of citations per publication, and thus as an average. However, citation distributions are skewed, and the average has the disadvantage that the number of publications is used in the…

Digital Libraries · Computer Science 2012-04-10 Loet Leydesdorff