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The treatment of fairness in decision-making literature usually involves quantifying fairness using objective measures. This work takes a critical stance to highlight the limitations of these approaches (group fairness and individual…

Computers and Society · Computer Science 2024-07-03 Sarra Tajouri , Alexis Tsoukiàs

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

Innovative ideas are often situated where disciplines meet, and socio-economic problems generally require contributions from several disciplines. Ways to stimulate interdisciplinary research collaborations are therefore an increasing point…

Digital Libraries · Computer Science 2013-08-13 Nadine Rons

Background: In view of the growth of published papers, there is an increasing need for studies that summarise scientific research. An increasingly common review is a 'Methodology scoping review', which provides a summary of existing…

A semi-supervised model of peer review is introduced that is intended to overcome the bias and incompleteness of traditional peer review. Traditional approaches are reliant on human biases, while consensus decision-making is constrained by…

Digital Libraries · Computer Science 2013-11-12 Bradly Alicea

When medical researchers conduct a systematic review (SR), screening studies is the most time-consuming process: researchers read several thousands of medical literature and manually label them relevant or irrelevant. Screening…

Information Retrieval · Computer Science 2021-12-30 Grace E. Lee , Aixin Sun

In this paper peer review reliability is investigated based on peer ratings of research teams at two Belgian universities. It is found that outcomes can be substantially influenced by the different ways in which experts attribute ratings.…

Digital Libraries · Computer Science 2013-07-29 Nadine Rons , Eric Spruyt

This paper describes a generalizable model evaluation method that can be adapted to evaluate AI/ML models across multiple criteria including core scientific principles and more practical outcomes. Emerging from prediction competitions in…

Machine Learning · Computer Science 2024-03-19 Jason L. Harman , Jaelle Scheuerman

The recommendation system of the competitive grants to university researchers by using the Grants-in-Aid for Scientific Research (KAKEN) keywords has been developed. The system can determine the recommendation order of researchers to each…

Information Retrieval · Computer Science 2018-07-12 Shin Kamada , Takumi Ichimura , Takanobu Watanabe

This paper overviews the economics of scientific grants, focusing on the interplay between the inherent uncertainty in research, researchers' incentives, and grant design. Grants differ from traditional market systems and other science and…

General Economics · Economics 2024-10-17 Christoph Carnehl , Marco Ottaviani , Justus Preusser

Public agencies like the U.S. National Science Foundation (NSF) and the National Institutes of Health (NIH) award tens of billions of dollars in annual science funding. How can this money be distributed as efficiently as possible to best…

Physics and Society · Physics 2013-04-04 Johan Bollen , David Crandall , Damion Junk , Ying Ding , Katy Boerner

Screening or assessing studies is critical to the quality and outcomes of a systematic review. Typically, a Boolean query retrieves the set of studies to screen. As the set of studies retrieved is unordered, screening all retrieved studies…

Information Retrieval · Computer Science 2021-12-09 Shuai Wang , Harrisen Scells , Ahmed Mourad , Guido Zuccon

The rapid growth in submissions to machine learning venues has strained the scientific peer-review system and intensified interest in LLM-based automated peer reviewers. However, how good these systems are actually, especially compared to…

Current methods of evaluating search strategies and automated citation screening for systematic literature reviews typically rely on counting the number of relevant and not relevant publications. This established practice, however, does not…

Information Retrieval · Computer Science 2023-07-03 Wojciech Kusa , Guido Zuccon , Petr Knoth , Allan Hanbury

Critical text assessment is at the core of many expert activities, such as fact-checking, peer review, and essay grading. Yet, existing work treats critical text assessment as a black box problem, limiting interpretability and human-AI…

Computation and Language · Computer Science 2025-06-03 Nils Dycke , Matej Zečević , Ilia Kuznetsov , Beatrix Suess , Kristian Kersting , Iryna Gurevych

Scientific literature review generation aims to extract and organize important information from an abundant collection of reference papers and produces corresponding reviews while lacking a clear and logical hierarchy. We observe that a…

Computation and Language · Computer Science 2023-11-20 Kun Zhu , Xiaocheng Feng , Xiachong Feng , Yingsheng Wu , Bing Qin

This paper examines performance evaluation criteria for basic vision tasks involving sets of objects namely, object detection, instance-level segmentation and multi-object tracking. The rankings of algorithms by an existing criterion can…

Computer Vision and Pattern Recognition · Computer Science 2022-07-25 Tran Thien Dat Nguyen , Hamid Rezatofighi , Ba-Ngu Vo , Ba-Tuong Vo , Silvio Savarese , Ian Reid

Compliance of organizations with internal and external norms is a highly relevant topic for both practitioners and academics nowadays. However, the substantive, elementary compliance tactics that organizations can use for achieving internal…

Computers and Society · Computer Science 2020-08-11 Ralph Foorthuis

Massive numbers of meta-analysis studies are being published. A Google Scholar search of "systematic review and meta-analysis" returns about 452k hits since 2014. The search was done on Jan 14, 2019. There is a need to have some way to…

Applications · Statistics 2019-01-17 S. Stanley Young , Warren Kindzierski

A lot of scientific works are published in different areas of science, technology, engineering and mathematics. It is not easy, even for experts, to judge the quality of authors, papers and venues (conferences and journals). An objective…

Digital Libraries · Computer Science 2017-08-04 Arindam Pal , Sushmita Ruj