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Context: The Evidence-Based Software Engineering (EBSE) paradigm and the planning phase of a systematic literature review. Objective: A protocol to do a systematic literature review with detailed information about the processes suggested by…

Software Engineering · Computer Science 2017-04-05 José L. Barros-Justo , Samuel Sepúlveda , Nelson Martínez-Araujo , Alejandro González-García

Fairness has been a critical issue that affects the adoption of deep learning models in real practice. To improve model fairness, many existing methods have been proposed and evaluated to be effective in their own contexts. However, there…

Machine Learning · Computer Science 2024-03-26 Junjie Yang , Jiajun Jiang , Zeyu Sun , Junjie Chen

Peer review is central to academic publishing, but the growing volume of submissions is straining the process. This motivates the development of computational approaches to support peer review. While each review is tailored to a specific…

Computation and Language · Computer Science 2025-11-05 Sheng Lu , Ilia Kuznetsov , Iryna Gurevych

Peer grading systems aggregate noisy reports from multiple students to approximate a true grade as closely as possible. Most current systems either take the mean or median of reported grades; others aim to estimate students' grading…

Artificial Intelligence · Computer Science 2022-12-05 Hedayat Zarkoob , Greg d'Eon , Lena Podina , Kevin Leyton-Brown

Many contemporary research funding instruments and research policies aim for excellence at the level of individual scientists, teams or research programmes. Good bibliometric approximations of related specialties could be useful for…

Digital Libraries · Computer Science 2018-11-06 Nadine Rons

Comparative graph and network analysis play an important role in both systems biology and pattern recognition, but existing surveys on the topic have historically ignored or underserved one or the other of these fields. We present an…

Social and Information Networks · Computer Science 2019-05-17 Emily Evans , Marissa Graham

Peer review is the primary mechanism for evaluating scientific contributions, yet prior studies have mostly examined paper features or external metadata in isolation. The emergence of open platforms such as OpenReview has transformed peer…

Computers and Society · Computer Science 2026-01-30 Sangkeun Jung , Goun Pyeon , Inbum Heo , Hyungjin Ahn

Everyday, a vast stream of research documents is submitted to conferences, anthologies, journals, newsletters, annual reports, daily papers, and various periodicals. Many such publications use independent external specialists to review…

Digital Libraries · Computer Science 2025-06-27 Tamim Al Mahmud , B M Mainul Hossain , Dilshad Ara

Generative Artificial Intelligence (AI) holds immense potential in medical applications. Numerous studies have explored the efficacy of various generative AI models within healthcare contexts, but there is a lack of a comprehensive and…

Human-Computer Interaction · Computer Science 2023-12-19 Jinghong Chen , Lingxuan Zhu , Weiming Mou , Zaoqu Liu , Quan Cheng , Anqi Lin , Jian Zhang , Peng Luo

Competitive grant funding is associated with high costs and a potential bias to favor conservative research. This comment proposes integrating editorial preregistration, in the form of registered reports, into grant peer review processes as…

Digital Libraries · Computer Science 2025-11-04 Lutz Bornmann , Gerald Schweiger

The appeal of metric evaluation of research impact has attracted considerable interest in recent times. Although the public at large and administrative bodies are much interested in the idea, scientists and other researchers are much more…

Digital Libraries · Computer Science 2018-04-10 Fionn Murtagh , Michael Orlov , Boris Mirkin

Context: Tertiary studies are becoming increasingly popular in software engineering as an instrument to synthesise evidence on a research topic in a systematic way. In order to understand and contextualize their findings, it is important to…

Software Engineering · Computer Science 2021-10-11 Dolors Costal , Carles Farré , Xavier Franch , Carme Quer

Gamification has been used to motivate and engage participants in software engineering education and practice activities. There is a significant demand for empirical studies for the understanding of the impacts and efficacy of gamification.…

Modern Code Review (MCR) is a widely known practice of software quality assurance. However, the existing body of knowledge of MCR is currently not understood as a whole. Objective: Our goal is to identify the state of the art on MCR,…

Software Engineering · Computer Science 2021-04-06 Nicole Davila , Ingrid Nunes

Critique between peers plays a vital role in the production of scientific knowledge. Yet, there is limited empirical evidence on the origins of criticism, its effects on the papers and individuals involved, and its visibility within the…

Digital Libraries · Computer Science 2024-12-05 Bingsheng Chen , Dakota Murray , Yixuan Liu , Albert-László Barabási

A major task in systematic reviews is abstract screening, i.e., excluding, often hundreds or thousand of, irrelevant citations returned from a database search based on titles and abstracts. Thus, a systematic review platform that can…

Information Retrieval · Computer Science 2018-01-17 Tanay Kumar Saha , Mourad Ouzzani , Hossam M. Hammady , Ahmed K. Elmagarmid , Wajdi Dhifli , Mohammad Al Hasan

The rapid adoption of AI powered coding assistants like ChatGPT and other coding copilots is transforming programming education, raising questions about assessment practices, academic integrity, and skill development. As educators seek…

Computers and Society · Computer Science 2025-05-29 Santiago Berrezueta-Guzman , Stephan Krusche , Stefan Wagner

Generating synthetic tabular health data is challenging, and evaluating their quality is equally, if not more, complex. This systematic review highlights the critical importance of rigorous evaluation of synthetic health data to ensure…

Machine Learning · Computer Science 2026-05-15 Nazia Nafis , Inaki Esnaola , Alvaro Martinez-Perez , Maria-Cruz Villa-Uriol , Venet Osmani

Contribution: This secondary study examines the literature on immersive learning frameworks and reviews their state of the art. Frameworks have been categorized according to their purpose. In addition, the elements that compose them were…

Computers and Society · Computer Science 2022-08-31 Filipe Arantes Fernandes , Claudia Susie Camargo Rodrigues , Eldânae Nogueira Teixeira , Cláudia Werner

US funding agencies alone distribute a yearly total of roughly $65B dollars largely through the process of proposal peer review: scientists compete for project funding by submitting grant proposals which are evaluated by selected panels of…

Computers and Society · Computer Science 2019-04-18 Johan Bollen , Stephen Carpenter , Jane Lubchenco , Marten Scheffer