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As AI increasingly enters the classroom, what changes when students collaborate with algorithms instead of peers? We analyzed 36 undergraduate students learning graph theory through peer collaboration (n=24) or AI assistance (n=12), using…

Human-Computer Interaction · Computer Science 2026-01-21 Caitlin Morris , Pattie Maes

With the rapid advancement of Large Language Models (LLMs), the academic community has faced unprecedented disruptions, particularly in the realm of academic communication. The primary function of peer review is improving the quality of…

Computation and Language · Computer Science 2026-04-22 Wenqing Wu , Chengzhi Zhang , Yi Zhao , Tong Bao

The purpose of this paper is to introduce a model for measuring the efficiency in managing peer-review of scientific manuscripts by editors. The approach employed is based on the assumption that the editorial aim is to manage publication…

Digital Libraries · Computer Science 2019-10-15 Olgica Nedic , Ivana Drvenica , Marcel Ausloos , Aleksandar Dekanski

It is common to evaluate a set of items by soliciting people to rate them. For example, universities ask students to rate the teaching quality of their instructors, and conference organizers ask authors of submissions to evaluate the…

Machine Learning · Statistics 2020-12-02 Jingyan Wang , Ivan Stelmakh , Yuting Wei , Nihar B. Shah

I present a tool which tells the quality of document or its usefulness based on annotations. Annotation may include comments, notes, observation, highlights, underline, explanation, question or help etc. comments are used for evaluative…

Information Retrieval · Computer Science 2011-11-08 Archana Shukla

Despite peer-reviewing being an essential component of academia since the 1600s, it has repeatedly received criticisms for lack of transparency and consistency. We posit that recent work in machine learning and explainable AI provide tools…

Computation and Language · Computer Science 2021-04-16 Panagiotis Fytas , Georgios Rizos , Lucia Specia

How do the ratings of critics and amateurs compare and how should they be combined? Previous research has produced mixed results about the first question, while the second remains unanswered. We have created a new, unique dataset, with wine…

Social and Information Networks · Computer Science 2024-09-16 Pantelis P. Analytis , Karthikeya Kaushik , Stefan Herzog , Bahador Bahrami , Ophelia Deroy

Scientific impact plays a central role in the evaluation of the output of scholars, departments, and institutions. A widely used measure of scientific impact is citations, with a growing body of literature focused on predicting the number…

Social and Information Networks · Computer Science 2014-12-16 Yuxiao Dong , Reid A. Johnson , Nitesh V. Chawla

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

Incorporating fresh members in teams is considered a pathway to team creativity. However, whether freshness improves team performance or not remains unclear, as well as the optimal involvement of fresh members for team performance. This…

Digital Libraries · Computer Science 2022-05-19 Meijun Liu , Ajay Jaiswal , Yi Bu , Chao Min , Sijie Yang , Zhibo Liu , Daniel Daniel Acuña , Ying Ding

Peer review is one of useful and powerful performance measurement process. In Korea, it needs to increase quality of R&D performance, but bibliometric evaluation and lack of peers have opposite effect. We used system dynamics to describe…

Digital Libraries · Computer Science 2019-01-21 Taekho You , Woo-Sung Jung

Personal connections between creators and evaluators of scientific works are ubiquitous, and the possibility of bias ever-present. Although connections have been shown to bias prospective judgments of (uncertain) future performance, it is…

Digital Libraries · Computer Science 2018-07-30 Misha Teplitskiy , Daniel Acuna , Aida Elamrani-Raoult , Konrad Kording , James Evans

Generative AI (GenAI) use in research writing is growing fast. However, it is unclear how peer reviewers recognize or misjudge AI-augmented manuscripts. To investigate the impact of AI-augmented writing on peer reviews, we conducted a…

Computation and Language · Computer Science 2025-09-22 Hilda Hadan , Derrick Wang , Reza Hadi Mogavi , Joseph Tu , Leah Zhang-Kennedy , Lennart E. Nacke

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

We discuss, at the macro-level of nations, the contribution of research funding and rate of international collaboration to research performance, with important implications for the science of science policy. In particular, we…

Physics and Society · Physics 2016-09-23 Giulio Cimini , Andrea Zaccaria , Andrea Gabrielli

Citation counts are widely used as indicators of research quality to support or replace human peer review and for lists of top cited papers, researchers, and institutions. Nevertheless, the relationship between citations and research…

Digital Libraries · Computer Science 2023-07-31 Mike Thelwall , Kayvan Kousha , Mahshid Abdoli , Emma Stuart , Meiko Makita , Paul Wilson , Jonathan Levitt

Peer-review system has long been relied upon for bringing quality research to the notice of the scientific community and also preventing flawed research from entering into the literature. The need for the peer-review system has often been…

Digital Libraries · Computer Science 2016-08-18 Sandipan Sikdar , Matteo Marsili , Niloy Ganguly , Animesh Mukherjee

We propose an academic publishing system where research papers are stored in a network of data centres owned by university libraries and research institutions, and are interfaced with the academic community through a website. In our system,…

Research collaboration is promoted by governments and research funders but if the relative prevalence and merits of collaboration vary internationally different national and disciplinary strategies may be needed to promote it. This study…

Digital Libraries · Computer Science 2019-10-03 Mike Thelwall , Nabeil Maflahi

Review papers have traditionally enjoyed a high status in academic publishing because of the important role they can play in summarising and synthesising a field of research. They can also attract significantly more citations than primary…

Digital Libraries · Computer Science 2025-11-12 Barry Smyth , Padraig Cunningham
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