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Science is a collaborative endeavor in which "who collaborates with whom" profoundly influences scientists' career trajectories and success. Despite its relevance, little is known about how scholars facilitate new collaborations among their…

Physics and Society · Physics 2026-04-20 Jan Bachmann , Lisette Espín-Noboa , Gerardo Iñiguez , Fariba Karimi

Women and people of color remain dramatically underrepresented among computing faculty, and improvements in demographic diversity are slow and uneven. Effective diversification strategies depend on quantifying the correlates, causes, and…

Computers and Society · Computer Science 2022-05-11 Nicholas LaBerge , K. Hunter Wapman , Allison C. Morgan , Sam Zhang , Daniel B. Larremore , Aaron Clauset

The purpose of this manuscript is to gather together a large amount of source material pertaining to women in mathematics, from studies of girls in elementary school through data on females winning prizes for mathematical research. Along…

History and Overview · Mathematics 2015-02-25 Greg Martin

Citation networks have been widely used to study the evolution of science through the lenses of the underlying patterns of knowledge flows among academic papers, authors, research sub-fields, and scientific journals. Here we focus on…

Physics and Society · Physics 2017-04-12 Valerio Ciotti , Moreno Bonaventura , Vincenzo Nicosia , Pietro Panzarasa , Vito Latora

Prior work finds a diversity paradox: diversity breeds innovation, and yet, underrepresented groups that diversify organizations have less successful careers within them. Does the diversity paradox hold for scientists as well? We study this…

Social and Information Networks · Computer Science 2022-10-12 Bas Hofstra , Vivek V. Kulkarni , Sebastian Munoz-Najar Galvez , Bryan He , Dan Jurafsky , Daniel A. McFarland

In this paper we show that the dramatic increase in the number of research articles indexed in the Web of Science database impacts the commonly observed distributions of citations within these articles. First, we document that the growing…

Digital Libraries · Computer Science 2017-03-09 Lovro Šubelj , Dalibor Fiala

In this study, the global scientific workforce is explored through large-scale, generational, cross-sectional, and longitudinal approaches. We examine 4.3 million nonoccasional scientists from 38 OECD countries publishing in 1990-2021. Our…

Digital Libraries · Computer Science 2026-05-11 Marek Kwiek , Lukasz Szymula

Machine translation (MT) technology has facilitated our daily tasks by providing accessible shortcuts for gathering, elaborating and communicating information. However, it can suffer from biases that harm users and society at large. As a…

Computation and Language · Computer Science 2021-05-10 Beatrice Savoldi , Marco Gaido , Luisa Bentivogli , Matteo Negri , Marco Turchi

The percentage of women receiving bachelors degrees in physics in the U.S. lags well behind that of men, and women leave the major at higher rates. Achieving equity in physics will mean that women stay in physics at the same rates as men,…

We report characteristics of in-text citations in over five million full text articles from two large databases - the PubMed Central Open Access subset and Elsevier journals - as functions of time, textual progression, and scientific field.…

Digital Libraries · Computer Science 2017-10-10 Kevin W. Boyack , Nees Jan van Eck , Giovanni Colavizza , Ludo Waltman

This article presents an overview, and recent history, of studies of gender gaps in the mathematically-intensive sciences. Included are several statistics about gender differences in science, and about public resources aimed at addressing…

History and Overview · Mathematics 2012-02-01 Theodore P. Hill , Erika Rogers

Gender disparity in science is one of the most focused debating points among authorities and the scientific community. Over the last few decades, numerous initiatives have endeavored to accelerate gender equity in academia and research…

Social and Information Networks · Computer Science 2021-06-04 Anahita Hajibabaei , Andrea Schiffauerova , Ashkan Ebadi

International mobility in academia can enhance the human and social capital of researchers and consequently their scientific outcome. However, there is still a very limited understanding of the different mobility patterns among scholars…

Digital Libraries · Computer Science 2022-03-30 Fakhri Momeni , Fariba Karimi , Philipp Mayr , Isabella Peters , Stefan Dietze

Gender imbalance among German physicists persists, with fewer women in advanced degrees and research leadership roles. Although female enrollment in Physics programs increased slightly until 2022, potentially influenced by COVID-19 the…

Contributing to the writing of history has never been as easy as it is today thanks to Wikipedia, a community-created encyclopedia that aims to document the world's knowledge from a neutral point of view. Though everyone can participate it…

Social and Information Networks · Computer Science 2016-03-04 Claudia Wagner , Eduardo Graells-Garrido , David Garcia , Filippo Menczer

There are known gender imbalances in participation in scientific fields, from female dominance of nursing to male dominance of mathematics. It is not clear whether there is also a citation imbalance, with some claiming that male-authored…

Digital Libraries · Computer Science 2018-08-13 Mike Thelwall

We report on seven years of attitudinal data using the Colorado Learning Attitudes about Science Survey from University Modeling Instruction (UMI) sections of introductory physics at Florida International University. This work expands upon…

Physics Education · Physics 2015-12-10 Adrienne L. Traxler , Eric Brewe

Citations are essential for recognizing scientific contributions, yet citation behavior is shaped by more than just relevance or quality. We analyzed approximately 255,000 refereed astronomy articles published between 2000 and 2025 to…

Digital Libraries · Computer Science 2026-03-27 Vardan Adibekyan , Olivier Demangeon , Tiago Campante , Nuno Santos , Susana Barros , Artur Hakobyan

Previous research has suggested that changing the percentage of the course grade associated with exam grades in STEM courses can change the gender gap in the course. It has also been shown that assessments with the highest stakes have the…

Physics Education · Physics 2025-09-23 David J. Webb , Cassandra A. Paul

A new dataset (N = 7,456) analyzes women's research authorship in the Association for Computing Machinery's founding 13 Special Interest Groups or SIGs, a proxy for computer science. ACM SIGs expanded during 1970-2000; each experienced…

Computers and Society · Computer Science 2024-07-12 Thomas J. Misa