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High Performance Computing (HPC) centers provide advanced infrastructure that enables scientific research at extreme scale. These centers operate with hardware configurations, software environments, and security requirements that differ…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-03 Sean R. Wilkinson , Patrick Widener , Sarp Oral , Rafael Ferreira da Silva

With the advent of open source software, a veritable treasure trove of previously proprietary software development data was made available. This opened the field of empirical software engineering research to anyone in academia. Data that is…

Software Engineering · Computer Science 2022-04-19 Adam Tutko , Austin Z. Henley , Audris Mockus

It is essential for the advancement of science that scientists and researchers share, reuse and reproduce workflows and protocols used by others. The FAIR principles are a set of guidelines that aim to maximize the value and usefulness of…

Machine Learning · Computer Science 2019-11-22 Remzi Celebi , Joao Rebelo Moreira , Ahmed A. Hassan , Sandeep Ayyar , Lars Ridder , Tobias Kuhn , Michel Dumontier

Open science represents a transformative research approach essential for enhancing sustainability and impact. Data generation encompasses various methods, from automated processes to human-driven inputs, creating a rich and diverse…

Databases · Computer Science 2025-03-21 Payel Patra , Daniele Di Pompeo , Antinisca Di Marco

Open science movement has established reproducibility, transparency, and validation of research outputs as essential norms for conducting scientific research. It advocates for open access to research outputs, especially research data, to…

Digital Libraries · Computer Science 2025-04-10 Ranjeet Kumar Singh , Akanksha Nagpal , Arun Jadhav , Devika P. Madalli

Many research groups aspire to make data and code FAIR and reproducible, yet struggle because the data and code life cycles are disconnected, executable environments are often missing from published work, and technical skill requirements…

High Performance Computing (HPC) centers provide resources to users who require greater scale to "get science done". They deploy infrastructure with singular hardware architectures, cutting-edge software environments, and stricter security…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-22 Sean R. Wilkinson , Patrick Widener

Six years after the seminal paper on FAIR was published, researchers still struggle to understand how to implement FAIR. For many researchers FAIR promises long-term benefits for near-term effort, requires skills not yet acquired, and is…

Computers and Society · Computer Science 2023-01-25 Christine R. Kirkpatrick , Kevin L. Coakley , Julie Christopher , Ines Dutra

Reproducibility is a cornerstone of science. FAIR (findable, accessible, interoperable, and reusable) data is often a vital step towards testing the reproducibility of results. The implementation of FAIR principles in the astrophysical…

Instrumentation and Methods for Astrophysics · Physics 2026-02-10 Susanne Pfalzner , Stephan Hachinger , Jolanta Zjupa , Salvatore Cielo , Frank W. Wagner , Marcus Brüggen , Annika Hagemeier

To satisfy the principles of FAIR software, software sustainability and software citation, research software must be formally published. Publication repositories make this possible and provide published software versions with unique and…

Software Engineering · Computer Science 2022-01-25 Stephan Druskat , Oliver Bertuch , Guido Juckeland , Oliver Knodel , Tobias Schlauch

The explosive growth of data fuels data-driven research, facilitating progress across diverse domains. The FAIR principles emerge as a guiding standard, aiming to enhance the findability, accessibility, interoperability, and reusability of…

Computation and Language · Computer Science 2024-08-12 Tingyan Ma , Wei Liu , Bin Lu , Xiaoying Gan , Yunqiang Zhu , Luoyi Fu , Chenghu Zhou

In the ever-changing realm of research software development, it is crucial for the scientific community to grasp current trends to identify gaps that can potentially hinder scientific progress. The adherence to the FAIR (Findable,…

Software Engineering · Computer Science 2025-10-08 Eva Martín del Pico , Josep Lluís Gelpí , Salvador Capella-Gutiérrez

As society becomes increasingly reliant on artificial intelligence, the need to mitigate risk and harm is paramount. In response, researchers and practitioners have developed tools to detect and reduce undesired bias, commonly referred to…

Software Engineering · Computer Science 2025-05-16 Sadia Afrin Mim , Fatemeh Vares , Andrew Meenly , Brittany Johnson

Scientific data management is at a critical juncture, driven by exponential data growth, increasing cross-domain dependencies, and a severe reproducibility crisis in modern research. Traditional centralized data management approaches are…

Databases · Computer Science 2025-04-30 Sebastian Beyvers , Jannis Hochmuth , Lukas Brehm , Maria Hansen , Alexander Goesmann , Frank Förster

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…

In 2024, NHGRI-funded genomic resource projects completed a Self-Assessment Tool (SAT) and interviews to evaluate their application of FAIR (Findable, Accessible, Interoperable, Reusable) principles and sustainability. Key challenges were…

The prosperity and lifestyle of our society are very much governed by achievements in condensed matter physics, chemistry and materials science, because new products for sectors such as energy, the environment, health, mobility and…

Data - arguably the most important product of worldwide materials research investment - are rarely shared. The small and biased proportion of results published are buried in plots and text licensed by journals. This situation wastes…

Materials Science · Physics 2023-02-27 LC Brinson , LM Bartolo , B Blaiszik , D Elbert , I Foster , A Strachan , PW Voorhees

There has been a large focus in recent years on making assets in scientific research findable, accessible, interoperable and reusable, collectively known as the FAIR principles. A particular area of focus lies in applying these principles…

Human-Computer Interaction · Computer Science 2021-11-02 Robin A Richardson , Remzi Celebi , Sven van der Burg , Djura Smits , Lars Ridder , Michel Dumontier , Tobias Kuhn