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Obtaining funding is an important part of becoming a successful scientist. Junior faculty spend a great deal of time finding the right agencies and programs that best match their research profile. But what are the factors that influence the…

Information Retrieval · Computer Science 2024-05-22 Tong Zeng , Daniel E. Acuna

We examine selected aspects of peer review and suggest possible improvements. To this end, we analyse a dataset containing information about 300 papers submitted to the Biochemistry and Biotechnology section of the Journal of the Serbian…

Physics and Society · Physics 2016-06-08 Maciej J. Mrowinski , Agata Fronczak , Piotr Fronczak , Olgica Nedic , Marcel Ausloos

The peer review system has been traditionally challenged due to its many limitations especially for allocating funding. Bibliometric indicators may well present themselves as a complement. Objective: We analyze the relationship between…

Digital Libraries · Computer Science 2013-07-02 Alvaro Cabezas-Clavijo , Nicolás Robinson-Garcia , Manuel Escabias , Evaristo Jiménez-Contreras

Consider an actor making selection decisions using a series of classifiers, which we term a sequential screening process. The early stages filter out some applicants, and in the final stage an expensive but accurate test is applied to the…

Machine Learning · Computer Science 2022-03-16 Avrim Blum , Kevin Stangl , Ali Vakilian

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

Peer review is a process designed to produce a fair assessment of research quality before the publication of scholarly work in a journal. Demographics, nepotism, and seniority have been all shown to affect reviewer behavior suggesting the…

Digital Libraries · Computer Science 2018-11-07 Lucie Tvrznikova

Peer-evaluation and selection systems are used when sets of agents evaluate each other in order to select the best $k$ among them. These are commonly used in real-world settings, including academic conferences where those reviewing papers…

Computer Science and Game Theory · Computer Science 2026-05-26 Roy Fairstein , Harper Lyon , Oshri Damty , Omer Lev , Nicholas Mattei , Kobi Gal

Due to the large number of submissions that more and more conferences experience, finding an automatized way to well distribute the submitted papers among reviewers has become necessary. We model the peer-reviewing matching problem as a…

Multiagent Systems · Computer Science 2023-07-25 Gennaro Auricchio , Ruixiao Zhang , Jie Zhang , Xiaohao Cai

This work is a preliminary exploratory study of how we could progress a step towards an AI assisted article classification sys- tem in academia. The proposed system aims to aid the journal editors in their decisions by pinpointing the…

Digital Libraries · Computer Science 2018-02-20 Tirthankar Ghosal , Rajeev Verma , Asif Ekbal , Sriparna Saha , Pushpak Bhattacharyya

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

Both scientific progress and individual researcher careers depend on the quality of peer review, which in turn depends on paper-reviewer matching. Surprisingly, this problem has been mostly approached as an automated recommendation problem…

Computation and Language · Computer Science 2022-05-04 Terne Sasha Thorn Jakobsen , Anna Rogers

Risk assessments for a pediatric population are often conducted across multiple stages. For example, clinicians may evaluate risks prenatally, at birth, and during Well-Child visits. Although predictions made at later stages typically…

Machine Learning · Computer Science 2025-08-18 Minghui Sun , Matthew M. Engelhard , Benjamin A. Goldstein

The peer review process is essential to the success of science, but it also delays publications and absorbs considerable effort. Journals find it increasingly difficult to recruit competent reviewers. This study presents the results of…

Digital Libraries · Computer Science 2026-01-27 Christoph Bartneck , Richard Watt , Etienne Borde , Pattara Klinpibul

The results from the ALMA proposal peer review process in Cycles 0-6 are analyzed to identify any systematics in the scientific rankings that may signify bias. Proposal rankings are analyzed with respect to the experience level of a…

Instrumentation and Methods for Astrophysics · Physics 2020-01-15 John M. Carpenter

Peer grading is the process of students reviewing each others' work, such as homework submissions, and has lately become a popular mechanism used in massive open online courses (MOOCs). Intrigued by this idea, we used it in a course on…

Machine Learning · Computer Science 2016-02-11 Mehdi S. M. Sajjadi , Morteza Alamgir , Ulrike von Luxburg

As AI-assisted grant proposals outpace manual review capacity in a kind of ``Malthusian trap'' for the research ecosystem, this paper investigates the capabilities and limitations of LLM-based grant reviewing for high-stakes evaluation.…

Computation and Language · Computer Science 2026-03-13 William Thorne , Joseph James , Yang Wang , Chenghua Lin , Diana Maynard

Among all of the first-year graduate students enrolled in doctoral-granting physics departments, the percentage of female and racial minority students has remained unchanged for the past 20 years. The current graduate program admissions…

Physics Education · Physics 2022-06-29 Nicholas T Young , Marcos D. Caballero

The National Science Foundation (NSF) will be experimenting with a new distributed approach to reviewing proposals, whereby a group of principal investigators (PIs) or proposers in a subfield act as reviewers for the proposals submitted by…

Computer Science and Game Theory · Computer Science 2013-07-25 Parinaz Naghizadeh , Mingyan Liu

The multiple-biomarker classifier problem and its assessment are reviewed against the background of some fundamental principles from the field of statistical pattern recognition, machine learning, or the recently so-called "data science". A…

Genomics · Quantitative Biology 2019-11-01 Waleed A. Yousef

Machine-learned systems are in widespread use for making decisions about humans, and it is important that they are fair, i.e., not biased against individuals based on sensitive attributes. We present runtime verification of algorithmic…

Computers and Society · Computer Science 2023-05-26 Thomas A. Henzinger , Mahyar Karimi , Konstantin Kueffner , Kaushik Mallik