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The rapid progress of generative artificial intelligence has exposed fundamental limitations in existing evaluation methodologies, particularly for open-ended, creative, and human-facing tasks. Traditional automatic metrics rely on…

Artificial Intelligence · Computer Science 2026-05-19 Marjan Veysi , Pirooz Shamsinejadbabaki , Mohammad Zare , Mohammad Sabouri

Rankings of scholarly journals based on citation data are often met with skepticism by the scientific community. Part of the skepticism is due to disparity between the common perception of journals' prestige and their ranking based on…

Applications · Statistics 2015-12-16 Cristiano Varin , Manuela Cattelan , David Firth

Scholarly text is often laden with jargon, or specialized language that can facilitate efficient in-group communication within fields but hinder understanding for out-groups. In this work, we develop and validate an interpretable approach…

Computation and Language · Computer Science 2023-05-24 Li Lucy , Jesse Dodge , David Bamman , Katherine A. Keith

Do highly productive researchers have significantly higher probability to produce top cited papers? Or does the increased productivity in science only result in a sea of irrelevant papers as a perverse effect of competition and the…

Digital Libraries · Computer Science 2015-10-08 Peter van den Besselaar , Ulf Sandstrom

Systems that answer questions by reviewing the scientific literature are becoming increasingly feasible. To draw reliable conclusions, these systems should take into account the quality of available evidence from different studies, placing…

Computation and Language · Computer Science 2025-09-23 Jianyou Wang , Weili Cao , Longtian Bao , Youze Zheng , Gil Pasternak , Kaicheng Wang , Xiaoyue Wang , Ramamohan Paturi , Leon Bergen

In the field of scientometrics, the subject classification system of academic journals holds great importance. Accurate identification and classification of "multidisciplinary" journals are crucial in revealing the scientific structure and…

Digital Libraries · Computer Science 2023-05-25 Jiandong Zhang , Liying Yang , Zhesi Shen

Artificial intelligence (AI) tools are being incorporated into scientific research workflows with the potential to enhance efficiency in tasks such as document analysis, question answering (Q&A), and literature search. However, system…

Artificial Intelligence · Computer Science 2026-05-13 Anthea Dathe , Kiran Hoffmann , Aline Mangold

Purpose: Assess whether ChatGPT 4.0 is accurate enough to perform research evaluations on journal articles to automate this time-consuming task. Design/methodology/approach: Test the extent to which ChatGPT-4 can assess the quality of…

Digital Libraries · Computer Science 2024-05-01 Mike Thelwall

This paper explores the hard problem of consciousness from a different perspective. Instead of drawing distinctions between the physical and the mental, an exploration of a more foundational relationship is examined: the relationship…

Neurons and Cognition · Quantitative Biology 2025-05-12 Ryan Williams

Peer review is vital in academia for evaluating research quality. Top AI conferences use reviewer confidence scores to ensure review reliability, but existing studies lack fine-grained analysis of text-score consistency, potentially missing…

Computation and Language · Computer Science 2025-05-22 Wenqing Wu , Haixu Xi , Chengzhi Zhang

Journal Impact Factor is a popular metric for determining the quality of a journal in academia. The number of citations received by a journal is a crucial factor in determining the impact factor, which may be misused in multiple ways.…

Social and Information Networks · Computer Science 2020-06-30 Baani Leen Kaur Jolly , Lavina Jain , Debajyoti Bera , Tanmoy Chakraborty

Scientific journals are an important choice of publication venue for most authors. Publishing in prestigious journal plays a decisive role for authors in hiring and promotions. In last decade, citation pressure has become intact for all…

Digital Libraries · Computer Science 2018-07-31 Joyita Chakraborty , Dinesh Pradhan , Hridoy Sankar Dutta , Subrata Nandi , Tanmoy Chakraborty

Journal classification into subject categories is an important aspect in scholarly research evaluation as well as in bibliometric analysis. However, this classification is not standardized, resulting in several different journal subject…

Digital Libraries · Computer Science 2022-12-20 Shir Aviv-Reuven , Ariel Rosenfeld

We study the statistics of citations made to the indexed Science journals in the Journal Citation Reports during the period 2004-2013 using different measures. We consider different measures which quantify the impact of the journals. To our…

Digital Libraries · Computer Science 2018-09-20 Abdul Khaleque , Arnab Chatterjee , Parongama Sen

We present a general Bayesian method for quantifying the statistical reliability of one-dimensional measures of scientific quality based on citation data. Two quality measures used in practice -- ``papers per year'' and ``Hirsch's $h$'' --…

Physics and Society · Physics 2007-05-23 Sune Lehmann , Andrew D. Jackson , Benny E. Lautrup

Citations in science are being studied from several perspectives, among which approaches such as scientometrics and science of science. In this chapter I briefly review some of the literature on citations, citation distributions and models…

Digital Libraries · Computer Science 2025-05-12 V. A. Traag

National research evaluation initiatives and incentive schemes have previously chosen between simplistic quantitative indicators and time-consuming peer review, sometimes supported by bibliometrics. Here we assess whether artificial…

Estimating the quality of published research is important for evaluations of departments, researchers, and job candidates. Citation-based indicators sometimes support these tasks, but do not work for new articles and have low or moderate…

Digital Libraries · Computer Science 2025-03-10 Mike Thelwall , Xiaorui Jiang , Peter A. Bath

Scientific journals are the repositories of the gradually accumulating knowledge of mankind about the world surrounding us. Just as our knowledge is organised into classes ranging from major disciplines, subjects and fields to increasingly…

Physics and Society · Physics 2015-08-13 Gergely Palla , Gergely Tibély , Enys Mones , Péter Pollner , Tamás Vicsek

Journal impact factor (IF) as a gauge of influence and impact of a particular journal comparing with other journals in the same area of research, reports the mean number of citations to the published articles in particular journal.…

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