Data · dataset · 2026
SmallData ML metadata schema (CRC 1597)
Listed in FreiData
Metadata schema for describing the machine learning approaches reported in scientific publications, developed within the Collaborative Research Centre 1597 "Small Data" (SmallData), funded by the Deutsche Forschungsgemeinschaft (DFG).
Description
The deposit contains the final schema (94 items), the preliminary schema used for the LLM-based validation experiment (104 items), and a complete changelog documenting the 7 items added and 17 items removed between the two versions.
Items are organised into five categories: what the approach does, which techniques it uses, the overall category of the approach, the type of data, and implementation details. The schema is an application profile — a structured, hierarchically organised set of annotation items — and not an ontology: it carries no formal axiomatisation, no OWL or RDFS semantics, and no asserted subsumption relations beyond the grouping of items into categories and sub-items.
Read the rest (1 more)
Files are provided as CSV and JSON. See README.md for column definitions, the composition of each category, and a description of the procedure by which the schema was developed and revised.
Links
Where it is published
- FreiData record freidata.uni-freiburg.de/records/kje6w-gt193 ↗
landing page · from freidata uni freiburg de
- DOI doi.org/10.60493/kje6w-gt193 ↗
DOI / persistent id · from freidata uni freiburg de
Catalogue records · 1
- InvenioRDM API freidata.uni-freiburg.de/api/records/kje6w-gt193 ↗
metadata API · from freidata uni freiburg de
Topics
- Stated by source
- Agricultural biotechnology · AI-ready data · application profile · collaborative research centre · FAIR data · machine learning · metadata schema · research data management · semantic annotation
- From keywords
- Agricultural biotechnology · Computer Science & AI · Life Sciences · Machine learning
Provenance · 1 source records, 20 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| FreiData | kje6w-gt193 | 6 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[field].anzsrc:group:3001 | mapping · freidata uni freiburg de | vocabulary-mapper@1.0.0 | keywords['Agricultural biotechnology'] |
| concepts[field].anzsrc:group:4611 | mapping · freidata uni freiburg de | vocabulary-mapper@1.0.0 | keywords['machine learning'] |
| concepts[field].local:field:computer-science-ai | mapping · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[topic].invenio_subject:freidata_uni_freiburg_de:agricultural-biotechnology | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[topic].invenio_subject:freidata_uni_freiburg_de:ai-ready-data | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[topic].invenio_subject:freidata_uni_freiburg_de:application-profile | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[topic].invenio_subject:freidata_uni_freiburg_de:collaborative-research-centre | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[topic].invenio_subject:freidata_uni_freiburg_de:fair-data | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[topic].invenio_subject:freidata_uni_freiburg_de:machine-learning | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[topic].invenio_subject:freidata_uni_freiburg_de:metadata-schema | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[topic].invenio_subject:freidata_uni_freiburg_de:research-data-management | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| concepts[topic].invenio_subject:freidata_uni_freiburg_de:semantic-annotation | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| description | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | /metadata/description |
| license | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| publication_date | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| title | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | /metadata/title |
| updated_date | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 | |
| version_label | source · freidata uni freiburg de | connector:freidata_uni_freiburg_de@1.0.0 |