NFDI4DataScience Datasets

rubric

This rubric consists of assessment metrics that evaluate the FAIR maturity of datasets generated/used by the AI/Data Science communities. The metrics are proposed based on relevant and well-established initiatives (FAIRsFAIR Data Object Assessment Metrics v0.5, 10.5281/zenodo.6461229), and rely on an automatic assessment method (potentially conducted via the F-UJI tool).

License: https://creativecommons.org/licenses/by/4.0/

Tags: FAIR Dataset FAIR assessment NFDI4DataScience

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Associated Metrics (16)

Globally Unique Identifier

yesnomaybe

FsF-F1-01D: A data object may be assigned with a globally unique identifier such that it can be refe...

Persistent Identifier

yesnomaybe

FsF-F1-02D: Data is assigned a persistent identifier. Persistent Identifiers (PID) are maintained a...

Descriptive Core Metadata

yesnobut

FsF-F2-01M: Metadata includes descriptive core elements (creator, title, data identifier, publisher,...

Inclusion of Data Identifier in Metadata

yesnobut

FsF-F3-01M: Metadata includes the identifier of the data it describes. Test: 1) Metadata contains...

Searchable Metadata

yesnobut

FsF-F4-01M: Metadata is offered in such a way that it can be retrieved by machines. Test: 1) Meta...

Data Access Information

yesnobut

FsF-A1-01M: Metadata contains access level and access conditions of the data. Test: 1) Informatio...

Standard Communication Protocol of Metadata

yesnobut

FsF-A1-02M: Metadata is accessible through a standardized communication protocol Test: 1) Landing...

Standard Communication Protocol of Data

yesnobut

FsF-A1-03D: Data is accessible through a standardized communication protocol Test: 1) Metadata in...

Metadata Preservation

yesnobut

FsF-A2-01M: Metadata remains available, even if the data is no longer available. This metric determ...

Formal Representation of Metadata

yesnobut

FsF-I1-01M: Metadata is represented using a formal knowledge representation language. Test: 1) Pa...

Metadata with Semantic Resources

yesnobut

FsF-I2-01M: Metadata uses semantic resources. A metadata document or selected parts of the document...


Associated Digital Objects (0)