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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

At every phase of scientific research, scientists must decide how to allocate limited resources to pursue the research inquiries with the greatest potential. This prioritization dictates which controlled interventions are studied, awarded…

Methodology · Statistics 2022-10-11 Bruce A. Corliss , Yaotian Wang , Heman Shakeri , Philip E. Bourne

The overall objective of Requirements Engineering is to specify, in a systematic way, a system that satisfies the expectations of its stakeholders. Despite tremendous effort in the field, recent studies demonstrate this is objective is not…

Software Engineering · Computer Science 2017-11-28 Corentin Burnay , Ivan Jureta

The constantly increasing rate at which scientific papers are published makes it difficult for researchers to identify papers that currently impact the research field of their interest. Hence, approaches to effectively identify papers of…

Digital Libraries · Computer Science 2021-04-21 Ilias Kanellos , Thanasis Vergoulis , Dimitris Sacharidis , Theodore Dalamagas , Yannis Vassiliou

The phenomenon of rankings is intimately related with the government interest in fiscalizing the research outputs of universities. New forms of managerialism have been introduced into the higher education system, leading to an increasing…

Digital Libraries · Computer Science 2017-06-08 Nicolas Robinson-Garcia , Evaristo Jiménez-Contreras

The selection of research topics by scientists can be viewed as an exploration process conducted by individuals with cognitive limitations traversing a complex cognitive landscape influenced by both individual and social factors. While…

Physics and Society · Physics 2023-12-14 Feifan Liu , Shuang Zhang , Haoxiang Xia

In scientific research, collaboration is one of the most effective ways to take advantage of new ideas, skills, resources, and for performing interdisciplinary research. Although collaboration networks have been intensively studied, the…

Digital Libraries · Computer Science 2022-09-14 An Zeng , Ying Fan , Zengru Di , Yougui Wang , Shlomo Havlin

The history of science reveals that major discoveries are not predictable. Naively, one might conclude therefore that it is not possible to artificially cultivate an environment that promotes discoveries. I suggest instead that open…

Instrumentation and Methods for Astrophysics · Physics 2012-07-18 Abraham Loeb

Scientific software projects evolve rapidly in their initial development phase, yet at the end of a funding period, the completion of a research project, thesis, or publication, further engagement in the project may slow down or cease…

General Literature · Computer Science 2021-05-10 Jörg Fehr , Christian Himpe , Stephan Rave , Jens Saak

This article reports on a Research through Design study exploring how to design a tool for helping readers of science journalism understand the strength and uncertainty of scientific evidence in news stories about health science, using both…

Digital Libraries · Computer Science 2023-04-12 Anders Sundnes Løvlie , Astrid Waagstein , Peter Hyldgård

We study allocation problems without monetary transfers where agents have correlated types, i.e., hold private information about one another. Such peer information is relevant in various settings, including science funding, allocation of…

Theoretical Economics · Economics 2025-03-21 Axel Niemeyer , Justus Preusser

Access to resources strongly constrains the decisions we make. While we might wish to offer every student a scholarship, or schedule every patient for follow-up meetings with a specialist, limited resources mean that this is not possible.…

Machine Learning · Computer Science 2025-02-11 Sofie Goethals , Eoin Delaney , Brent Mittelstadt , Chris Russell

Psychology is a discipline standing at the crossroads of hard and social sciences. Therefore it is especially interesting to study bibliometric characteristics of psychology journals. We also take two adjacent disciplines, neurosciences and…

Digital Libraries · Computer Science 2018-09-24 Andrey Lovakov , Vladimir Pislyakov

Despite data's central role in AI production, it remains the least understood input. As AI labs exhaust public data and turn to proprietary sources, with deals reaching hundreds of millions of dollars, research across computer science,…

Computers and Society · Computer Science 2026-04-28 Hamidah Oderinwale , Anna Kazlauskas

We present a novel approach to visually locate bodies of research within the sciences, both at each moment of time and dynamically. This article describes how this approach fits with other efforts to locally and globally map scientific…

Digital Libraries · Computer Science 2009-12-22 Ismael Rafols , Alan L. Porter , Loet Leydesdorff

For a variety of inter-related cultural, organizational, and political reasons, progress in climate science and the actual solution of scientific problems in this field have moved at a much slower rate than would normally be possible. Not…

Physics and Society · Physics 2012-10-09 Richard S. Lindzen

Bias in grant allocation is a critical issue, as the expectation is that grants are given to the best researchers, and not to applicants that are socially, organizationally, or topic-wise near-by the decision-makers. In this paper, we…

Physics and Society · Physics 2022-06-08 Charlie Mom , Peter van den Besselaar

Machine learning has the potential to fuel further advances in data science, but it is greatly hindered by an ad hoc design process, poor data hygiene, and a lack of statistical rigor in model evaluation. Recently, these issues have begun…

Machine Learning · Computer Science 2021-08-19 Stella Biderman , Walter J. Scheirer

In recent years, evaluation of the quality of academic research has become an increasingly important and influential business. It determines, often to a large extent, the amount of research funding flowing into universities and similar…

Physics and Society · Physics 2017-11-03 Bertrand Berche , Yurij Holovatch , Ralph Kenna , Olesya Mryglod

Scholarly journals rely on peer review to identify the science most worthy of publication. Yet finding willing and qualified reviewers to evaluate manuscripts has become an increasingly challenging task, possibly even threatening the…

Physics and Society · Physics 2026-02-03 Carl T. Bergstrom , Kevin Gross