Evaluating FAIR maturity through a scalable, automated, community-governed framework

MD Wilkinson, M Dumontier, SA Sansone… - Scientific data, 2019 - nature.com
… We propose a scalable, automatable framework to evaluate digital resources that …
community-defined FAIR assessments. The components of the framework are: (1) Maturity Indicators …

[PDF][PDF] Evaluating FAIR Maturity Through a Scalable, Automated, Community-Governed Framework

D Mark, MD Wilkinson… - scholar.archive.org
… We propose a scalable, automatable framework to evaluate digital resources that …
community-defined FAIR assessments. The components of the framework are: (1) Maturity Indicators …

A semi-automated workflow for FAIR maturity indicators in the life sciences

A Ammar, S Bonaretti, L Winckers, J Quik, M Bakker… - Nanomaterials, 2020 - mdpi.com
… Comparative summary of FAIR maturity indicators for the six databases evaluated in this
work. Size corresponds to the numerical value of mutual indicators, colors represent …

An automated solution for measuring the progress toward FAIR research data

A Devaraju, R Huber - Patterns, 2021 - cell.com
… to contribute to the FAIR data assessment through a set of … Notably, the manual assessment
approach is not scalable, … work on FAIR metrics (eg, RDA FAIR Data Maturity Model), …

AccTEF: A transparency and accountability evaluation framework for ontology-based systems

M Basereh, A Caputo, R Brennan - International Journal of Semantic …, 2022 - World Scientific
… In this paper, a framework, titled AccTEF for evaluating transparency and accountability of
… al., Evaluating fair maturity through a scalable, automated, community-governed framework, …

[HTML][HTML] FAIR assessment tools: evaluating use and performance

NA Krans, A Ammar, P Nymark, EL Willighagen… - NanoImpact, 2022 - Elsevier
… This paper reviews ten FAIR assessment tools that have been evaluated and characterized
using two datasets from the … The semi-automated workflow for FAIR maturity indicators semi-…

FAIR assessment of nanosafety data reusability with community standards

A Ammar, C Evelo, E Willighagen - Scientific data, 2024 - nature.com
into a machine-readable representation using FAIR maturity … a framework for nanosafety
data reusability assessment aimed … at automating the process of reusability assessment using

[HTML][HTML] Towards a Toolbox for Automated Assessment of Machine-Actionable Data Management Plans

T Miksa, M Suchánek, J Slifka, V Knaisl… - Data Science …, 2023 - datascience.codata.org
… Thus, for each dataset, an automatic check via API of a … the evaluation of FAIRness is the
F-UJI automated FAIR data … It could be deployed with its own maturity indicators specified…

Harmonizing quality measures of FAIRness assessment towards machine-actionable quality information

G Peng, G Berg-Cross, M Wu, RR Downs… - … Journal of Digital …, 2024 - Taylor & Francis
framework, including a consolidated FAIR vocabulary. This … maturity matrix (FAIR-QMM) as
a structured, tiered, and progressive approach for evaluating and reporting the degree of FAIR

[HTML][HTML] The FAIR Assessment Conundrum: Reflections on Tools and Metrics

L Candela, D Mangione, G Pavone - Data Science Journal, 2024 - datascience.codata.org
… (no longer available), ARDC FAIR self-assessment, FAIRshake, SATIFYD, FAIR maturity
indicators … by (a) making the assessment process as automatic as possible, (b) making openly …