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Despite frequent double-blind review, systemic biases related to author demographics still disadvantage underrepresented groups. We start from a simple hypothesis: if a post-review recommender is trained with an explicit fairness…

Machine Learning · Computer Science 2026-03-03 Uttamasha Anjally Oyshi , Susan Gauch

Authorship of scientific articles has profoundly changed from early science until now. While once upon a time a paper was authored by a handful of authors, scientific collaborations are much more prominent on average nowadays. As authorship…

Digital Libraries · Computer Science 2022-09-16 Andrea Mannocci , Ornella Irrera , Paolo Manghi

Peer review is the foundation of scientific publication, and the task of reviewing has long been seen as a cornerstone of professional service. However, the massive growth in the field of machine learning has put this community benefit…

Computers and Society · Computer Science 2019-01-21 D Sculley , Jasper Snoek , Alex Wiltschko

Scientific discoveries must be communicated clearly to realize their full potential. Without effective communication, even the most groundbreaking findings risk being overlooked or misunderstood. The primary way scientists communicate their…

It is not easy to rationalize how peer review, as the current grassroots of science, can work based on voluntary contributions of reviewers. There is no rationale to write impartial and thorough evaluations. Consequently, there is no risk…

Physics and Society · Physics 2016-07-12 Simone Righi , Károly Takács

In this report, we share our practical experience on crowdsourcing evaluation of research artifacts and reviewing of publications since 2008. We also briefly discuss encountered problems including reproducibility of experimental results and…

Digital Libraries · Computer Science 2014-06-17 Grigori Fursin , Christophe Dubach

Peer-review plays a critical role in the scientific writing and publication ecosystem. To assess the efficiency and efficacy of the reviewing process, one essential element is to understand and evaluate the reviews themselves. In this work,…

Computation and Language · Computer Science 2019-03-26 Xinyu Hua , Mitko Nikolov , Nikhil Badugu , Lu Wang

The increasing scale and variability of peer review in scholarly venues has created an urgent need for systematic, interpretable, and extensible tools to assess review quality. We present PeeriScope, a modular platform that integrates…

An academic scientist's professional success depends on publishing. Publishing norms emphasize novel, positive results. As such, disciplinary incentives encourage design, analysis, and reporting decisions that elicit positive results and…

Physics and Society · Physics 2012-05-29 Brian A. Nosek , Jeffrey R. Spies , Matt Motyl

The main contributors of scientific knowledge, researchers, generally aim to disseminate their findings far and wide. And yet, publishing companies have largely kept these findings behind a paywall. With digital publication technology…

Digital Libraries · Computer Science 2018-08-21 Robert T. Thibault , Amanda MacPherson , Stevan Harnad , Amir Raza

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

Recent advances in large language models (LLMs) have enabled AI agents to autonomously generate scientific proposals, conduct experiments, author papers, and perform peer reviews. Yet this flood of AI-generated research content collides…

The concept of Science 2.0 was introduced almost a decade ago to describe the new generation of online-based tools for researchers allowing easier data sharing, collaboration and publishing. Although technically sound, the concept still…

Digital Libraries · Computer Science 2013-01-22 Vladimir B. Teif

The ever-increasing quantity and complexity of scientific production have made it difficult for researchers to keep track of advances in their own fields. This, together with growing popularity of online scientific communities, calls for…

Social and Information Networks · Computer Science 2023-07-19 Hao Liao , Rui Xiao , Giulio Cimini , Matus Medo

National research assessment exercises are becoming regular events in ever more countries. The present work contrasts the peer-review and bibliometrics approaches in the conduct of these exercises. The comparison is conducted in terms of…

Digital Libraries · Computer Science 2018-11-06 Giovanni Abramo , Ciriaco Andrea D'Angelo

Research is a fundamental process driving the advancement of human civilization, yet it demands substantial time and effort from researchers. In recent years, the rapid development of artificial intelligence (AI) technologies has inspired…

Artificial Intelligence · Computer Science 2025-11-24 Zekun Zhou , Xiaocheng Feng , Lei Huang , Xiachong Feng , Ziyun Song , Ruihan Chen , Liang Zhao , Weitao Ma , Yuxuan Gu , Baoxin Wang , Dayong Wu , Guoping Hu , Ting Liu , Bing Qin

In this work, we try to answer the question of which method, peer review vs bibliometrics, better predicts the future overall scholarly impact of scientific publications. We measure the agreement between peer review evaluations of Web of…

Digital Libraries · Computer Science 2019-09-16 Giovanni Abramo , Ciriaco Andrea D'Angelo , Emanuela Reale

Peer review, as a cornerstone of scientific research, ensures the integrity and quality of scholarly work by providing authors with objective feedback for refinement. However, in the traditional peer review process, authors often receive…

Artificial Intelligence · Computer Science 2025-11-11 Jianxiang Yu , Jiaqi Tan , Zichen Ding , Jiapeng Zhu , Jiahao Li , Yao Cheng , Qier Cui , Yunshi Lan , Yao Liu , Xiang Li

Preprints, versions of scientific manuscripts that precede peer review, are growing in popularity. They offer an opportunity to democratize and accelerate research, as they have no publication costs or a lengthy peer review process.…

Digital Libraries · Computer Science 2022-10-06 Peter Eckmann , Anita Bandrowski

This paper reconceptualises peer review as structured public commentary. Traditional academic validation is hindered by anonymity, latency, and gatekeeping. We propose a transparent, identity-linked, and reproducible system of scholarly…

Computers and Society · Computer Science 2025-07-01 Craig Steven Wright
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