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A Data Ecosystem offers a keystone-player or alliance-driven infrastructure that enables the interaction of different stakeholders and the resolution of interoperability issues among shared data. However, despite years of research in data…

Data reuse is a common practice in the social sciences. While published data play an essential role in the production of social science research, they are not consistently cited, which makes it difficult to assess their full scholarly…

Digital Libraries · Computer Science 2023-05-03 Sara Lafia , Andrea Thomer , Elizabeth Moss , David Bleckley , Libby Hemphill

Large Language Models (LLMs) are distinguished by their architecture, which dictates their parameter size and performance capabilities. Social scientists have increasingly adopted LLMs for text classification tasks, which are difficult to…

Computation and Language · Computer Science 2024-11-05 Marcello Carammia , Stefano Maria Iacus , Giuseppe Porro

The reproduction and replication of research results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the challenges closely revolve around…

Software Engineering · Computer Science 2017-07-31 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

Reproducibility remains a central challenge in computational social science, where complex workflows, evolving software ecosystems, and inconsistent documentation hinder researchers ability to re-execute published methods. This study…

Human-Computer Interaction · Computer Science 2026-03-04 Fakhri Momeni , Sarah Sajid , Johannes Kiesel

To improve the quality and efficiency of research, groups within the scientific community seek to exploit the value of data sharing. Funders, institutions, and specialist organizations are developing and implementing strategies to encourage…

Computers and Society · Computer Science 2018-11-01 Dan Sholler , Karthik Ram , Carl Boettiger , Daniel S. Katz

In this article we wish to provide a common set of best practice approaches that should be considered for all effective research grant proposal reviews. The federal government performs a critical role in American competitiveness and…

Physics and Society · Physics 2015-11-25 Ilana Harrus

The rapid rise of international collaboration over the past three decades, demonstrated in coauthorship of scientific articles, raises the question of whether countries benefit from cooperative science and how this might be measured. We…

Digital Libraries · Computer Science 2018-10-22 Caroline S. Wagner , Travis Whetsell , Jeroen Baas , Koen Jonkers

The last 30 years have seen the creation of a variety of electronic collaboration tools for science and business. Some of the best-known collaboration tools support text editing (e.g., wikis). Wikipedia's success shows that large-scale…

Databases · Computer Science 2009-06-05 Sylvie Noel , Daniel Lemire

The current system of scholarly publishing is often criticized for being slow, expensive, and not transparent. The rise of open access publishing as part of open science tenets, promoting transparency and collaboration, together with calls…

Digital Libraries · Computer Science 2024-11-12 Leon Kopitar , Nejc Plohl , Mojca Tancer Verboten , Gregor Štiglic , Roger Watson , Dean Korošak

The reuse of research software is central to research efficiency and academic exchange. The application of software enables researchers with varied backgrounds to reproduce, validate, and expand upon study findings. Furthermore, the…

Traditional closed peer review systems, which have played a central role in scientific publishing, are often slow, costly, non-transparent, stochastic, and possibly subject to biases - factors that can impede scientific progress and…

Social and Information Networks · Computer Science 2025-10-03 Andrii Zahorodnii , Jasper J. F. van den Bosch , Ian Charest , Christopher Summerfield , Ila R. Fiete

There are many initiatives of transparency reported in the access and use of government open data for different purposes. This practice reveals an important requirement to accomplish the participatory governance. The literature has reported…

Computers and Society · Computer Science 2021-03-02 Rafael Antônio Lima Cardoso , Glauco de Figueiredo Carneiro , José Euclimar Xavier de Menezes

Highly Principled Data Science insists on methodologies that are: (1) scientifically justified, (2) statistically principled, and (3) computationally efficient. An astrostatistics collaboration, together with some reminiscences, illustrates…

Other Statistics · Statistics 2017-12-06 Xiao-Li Meng

I give a short introduction to data ethics. I begin with some background information and societal context for data ethics. I then discuss data ethics in mathematical-science education and indicate some available course material. I briefly…

History and Overview · Mathematics 2024-07-26 Mason A. Porter

In 2015 the Open Science Collaboration (OSC) (Nosek et al 2015) published a highly influential paper which claimed that a large fraction of published results in the psychological sciences were not reproducible. In this article we review…

Applications · Statistics 2026-02-18 Anthony Almudevar , Jacob Almudevar

The reproducibility of scientific research has become a point of critical concern. We argue that openness and transparency are critical for reproducibility, and we outline an ecosystem for open and transparent science that has emerged…

Computers and Society · Computer Science 2018-09-27 Russell A. Poldrack , Krzysztof J. Gorgolewski , Gael Varoquaux

One of the important problems of a modern society - communications. At all readiness of this question both humanitarian, and engineering science, process of transfer and information reception remains in the centre of attention of…

Other Computer Science · Computer Science 2011-05-31 Yulia V. Buldakova

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

This paper reflects on a number of trends towards a more open and reproducible approach to geographic and spatial data science over recent years. In particular it considers trends towards Big Data, and the impacts this is having on spatial…

Other Statistics · Statistics 2020-08-10 Chris Brunsdon , Alexis Comber