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Related papers: The need to implement FAIR principles in biomolecu…

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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

While the FAIR principles are well accepted in the scientific community, the implementation of appropriate metadata editing and transfer to ensure FAIR research data in practice is significantly lagging behind. On the one hand, it strongly…

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

The issue of reproducibility of computational models and the related FAIR principles (findable, accessible, interoperable, and reusable) are examined in a specific test case. I analyze a computational model of the segment polarity network…

Molecular Networks · Quantitative Biology 2023-06-07 Pedro Mendes

We discuss important aspects of HCI research regarding Research Data Management (RDM) to achieve better publication processes and higher reuse of HCI research results. Various context elements of RDM for HCI are discussed, including…

Human-Computer Interaction · Computer Science 2025-02-03 David Goedicke , Mark Colley , Sebastian S. Feger , Michael Goedicke , Bastian Pfleging , Wendy Ju

The FAIR Principles are a set of good practices to improve the reproducibility and quality of data in an Open Science context. Different sets of indicators have been proposed to evaluate the FAIRness of digital objects, including datasets…

Digital Libraries · Computer Science 2023-06-28 Fernando Aguilar Gómez , Isabel Bernal

FAIR principles have the intent to act as a guideline for those wishing to enhance the reusability of their data holdings and put specific emphasis on enhancing the ability of machines to automatically find and use the data, in addition to…

Instrumentation and Methods for Astrophysics · Physics 2021-11-30 Marco Molinaro , Mark Allen , François Bonnarel , Françoise Genova , Markus Demleitner , Kay Graf , Dave Morris , Enrique Solano , André Schaaff

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,…

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

Computational models are increasingly used in high-impact decision making in science, engineering, and medicine. The National Aeronautics and Space Administration (NASA) uses computational models to perform complex experiments that are…

Molecular Networks · Quantitative Biology 2023-01-18 Lillian T. Tatka , Lucian P. Smith , Joseph L. Hellerstein , Herbert M. Sauro

Molecular dynamics simulations are an important tool for describing the evolution of a chemical system with time. However, these simulations are inherently held back either by the prohibitive cost of accurate electronic structure theory…

Chemical Physics · Physics 2018-12-20 Michael Gastegger , Philipp Marquetand

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

Just like the scientific data they generate, simulation workflows for research should be findable, accessible, interoperable, and reusable (FAIR). However, while significant progress has been made towards FAIR data, the majority of science…

Digital Libraries · Computer Science 2022-05-04 Martin Hunt , Steven Clark , Daniel Mejia , Saaketh Desai , Alejandro Strachan

The rapid evolution of Large Language Models (LLMs) highlights the necessity for ethical considerations and data integrity in AI development, particularly emphasizing the role of FAIR (Findable, Accessible, Interoperable, Reusable) data…

Computation and Language · Computer Science 2024-04-04 Shaina Raza , Shardul Ghuge , Chen Ding , Elham Dolatabadi , Deval Pandya

The FAIR (Findable, Accessible, Interoperable, and Reusable) data principles [1] promote the interoperability of scientific data by encouraging the use of persistent identifiers, standardized vocabularies, and formal metadata structures.…

Recent research on algorithmic fairness has highlighted that the problem formulation phase of ML system development can be a key source of bias that has significant downstream impacts on ML system fairness outcomes. However, very little…

Computers and Society · Computer Science 2020-05-25 Donald Martin , Vinodkumar Prabhakaran , Jill Kuhlberg , Andrew Smart , William S. Isaac

Modeling-Simulation-Optimization workflows play a fundamental role in applied mathematics. The Mathematical Research Data Initiative, MaRDI, responded to this by developing a FAIR and machine-interpretable template for a comprehensive…

Artificial Intelligence · Computer Science 2024-08-01 Marco Reidelbach , Björn Schembera , Marcus Weber

This document captures the discussion and deliberation of the FAIR for Research Software (FAIR4RS) subgroup that took a fresh look at the applicability of the FAIR Guiding Principles for scientific data management and stewardship for…