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Reproducibility and replicability of research findings are central to the scientific integrity of epidemiology. In addition, many research questions require combiningdata from multiple sources to achieve adequate statistical power. However,…

The ability to find data is central to the FAIR principles underlying research data stewardship. As with the ability to reuse data, efforts to ensure and enhance findability have historically focused on discoverability of data by other…

Digital Libraries · Computer Science 2026-02-02 Bryan M. Gee

The FAIR Guiding Principles aim to improve the findability, accessibility, interoperability, and reusability of digital content by making them both human and machine actionable. However, these principles have not yet been broadly adopted in…

Machine Learning · Computer Science 2022-11-07 Pei-Hung Lin , Chunhua Liao , Winson Chen , Tristan Vanderbruggen , Murali Emani , Hailu Xu

Reproducible computational research (RCR) is the keystone of the scientific method for in silico analyses, packaging the transformation of raw data to published results. In addition to its role in research integrity, RCR has the capacity to…

Digital Libraries · Computer Science 2021-04-20 Jeremy Leipzig , Daniel Nüst , Charles Tapley Hoyt , Stian Soiland-Reyes , Karthik Ram , Jane Greenberg

A large number of services for research data management strive to adhere to the FAIR guiding principles for scientific data management and stewardship. To evaluate these services and to indicate possible improvements, use-case-centric…

Computers and Society · Computer Science 2019-02-01 Tobias Weber , Dieter Kranzlmüller

Data-intensive science communities are progressively adopting FAIR practices that enhance the visibility of scientific breakthroughs and enable reuse. At the core of this movement, research objects contain and describe scientific…

The rapid growth of AI in robotics has amplified the need for high-quality, reusable datasets, particularly in human-robot interaction (HRI) and AI-embedded robotics. While more robotics datasets are being created, the landscape of open…

Information Retrieval · Computer Science 2025-06-03 Xingru Zhou , Sadanand Modak , Yao-Cheng Chan , Zhiyun Deng , Luis Sentis , Maria Esteva

With Dynamic Resource Management (DRM) the resources assigned to a job can be changed dynamically during its execution. From the system's perspective, DRM opens a new level of flexibility in resource allocation and job scheduling and…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-27 Dominik Huber , Martin Schreiber , Martin Schulz , Howard Pritchard , Daniel Holmes

In computational science and in computer science, research software is a central asset for research. Computational science is the application of computer science and software engineering principles to solving scientific problems, whereas…

Software Engineering · Computer Science 2019-08-19 Wilhelm Hasselbring , Leslie Carr , Simon Hettrick , Heather Packer , Thanassis Tiropanis

Computational workflows represent major investments of effort and expertise. As first-class, publishable research objects of their own, they are key to sharing methodological know-how for reuse, reproducibility, and transparency. Thus, the…

Accessing research data at any time is what FAIR (Findable Accessible Interoperable Reusable) data sharing aims to achieve at scale. Yet, we argue that it is not sustainable to keep accumulating and maintaining all datasets for rapid…

Databases · Computer Science 2023-01-04 Cyril Pernet , Claus Svarer , Ross Blair , John D. Van Horn , Russell A. Poldrack

In recent years, digital object management practices to support findability, accessibility, interoperability, and reusability (FAIR) have begun to be adopted across a number of data-intensive scientific disciplines. These digital objects…

High Energy Physics - Experiment · Physics 2022-11-29 Avik Roy

Managing Research Data, and making it available for use/reuse by others in line with the UKRI Concordat on Open Research Data and FAIR principles, is a major issue for research-intensive organisations. In this case study we outline an…

Software Engineering · Computer Science 2023-03-24 Felicity Currie , Mark Basham , Laura Shemilt , Nick Lynch

A concise and measurable set of FAIR (Findable, Accessible, Interoperable and Reusable) principles for scientific data is transforming the state-of-practice for data management and stewardship, supporting and enabling discovery and…

Artificial Intelligence · Computer Science 2023-08-21 Nikil Ravi , Pranshu Chaturvedi , E. A. Huerta , Zhengchun Liu , Ryan Chard , Aristana Scourtas , K. J. Schmidt , Kyle Chard , Ben Blaiszik , Ian Foster

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

Arguments for the FAIR principles have mostly been based on appeals to values. However, the work of onboarding diverse researchers to make efficient and effective implementations of FAIR requires different appeals. In our recent effort to…

Digital Libraries · Computer Science 2023-03-15 Carlos Utrilla Guerrero , Maria Vivas Romero , Marc Dolman , Michel Dumontier

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…

The sharing and citation of research data is becoming increasingly recognized as an essential building block in scientific research across various fields and disciplines. Sharing research data allows other researchers to reproduce results,…

Digital Libraries · Computer Science 2023-09-22 Tim Conrad , Eloi Ferrer , Daniel Mietchen , Larissa Pusch , Johannes Stegmuller , Moritz Schubotz

With the increasing prevalence of artificial intelligence (AI) in diverse science/engineering communities, AI models emerge on an unprecedented scale among various domains. However, given the complexity and diversity of the software and…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-14 Sixing Yu , Murali Emani , Chunhua Liao , Pei-Hung Lin , Tristan Vanderbruggen , Xipeng Shen , Ali Jannesari

The continuous increase in the availability of data of any kind, coupled with the development of networks of high-speed communications, the popularization of cloud computing and the growth of data centers and the emergence of…

Artificial Intelligence · Computer Science 2016-09-20 Jose A. García Gutiérrez