From Local Datasets to Interoperable Resources: Metadata, Vocabularies and Domain-Specific Standards

Materials for Workshop 1 of the AnaEE-ERIC 2nd International Science Conference (Palais de l'Europe, Menton, 30 September 2026). The workshop asks how a dataset becomes something other people can use. It follows the idea of data publication from the four paradigms of science and the data deluge, through the shift from "sharing" to "Publication" with a capital P and the licensing question that comes with it, to the data paper, FAIR, trustworthy repositories, the cost of describing data, and the difference between structural and semantic interoperability. It closes on what the evidence now shows about whether any of it has worked, and on six questions that the literature does not answer. This record contains: deck_workshop.html — the presentation, 28 slides, self-contained; every source on every slide is a resolvable link. Navigate with the arrow keys or by clicking; "o" opens an overview grid. foresta_data_journals.html — "The forest of data journals": every data journal drawn as a tree, with its publication history, its most cited papers and the repositories its data actually reached. Built from Crossref, DataCite and OpenAlex, retrieved 26 September 2026. METHOD.pdf — the documentation of that figure: every query, every limit on what it can be used to claim, and every error found in earlier versions. SOURCES.html — the bibliography, 70 references, indexed by slide. The presentation argues that describing data is the work, and that a description is only useful if a stranger, or a machine, can act on it. This record is therefore also meant to be an example of what it describes: it carries a persistent identifier, a licence that permits derivative works, subjects drawn from a controlled environmental vocabulary where one exists, and explicit links to the works it relies on.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-28
DOI
https://doi.org/10.5281/zenodo.23017934
Primary Topic
Research Data Management Practices
Type
article
Field-Weighted Citation Impact
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From Local Datasets to Interoperable Resources: Metadata, Vocabularies and Domain-Specific Standards

Simone Bregaglio, Giacomo Colle
Zenodo (CERN European Organization for Nuclear Research)
Research Data Management Practices
article

From Local Datasets to Interoperable Resources: Metadata, Vocabularies and Domain-Specific Standards

Simone Bregaglio, Giacomo Colle
article en

Abstract

Materials for Workshop 1 of the AnaEE-ERIC 2nd International Science Conference (Palais de l'Europe, Menton, 30 September 2026). The workshop asks how a dataset becomes something other people can use. It follows the idea of data publication from the four paradigms of science and the data deluge, through the shift from "sharing" to "Publication" with a capital P and the licensing question that comes with it, to the data paper, FAIR, trustworthy repositories, the cost of describing data, and the difference between structural and semantic interoperability. It closes on what the evidence now shows about whether any of it has worked, and on six questions that the literature does not answer. This record contains: deck_workshop.html — the presentation, 28 slides, self-contained; every source on every slide is a resolvable link. Navigate with the arrow keys or by clicking; "o" opens an overview grid. foresta_data_journals.html — "The forest of data journals": every data journal drawn as a tree, with its publication history, its most cited papers and the repositories its data actually reached. Built from Crossref, DataCite and OpenAlex, retrieved 26 September 2026. METHOD.pdf — the documentation of that figure: every query, every limit on what it can be used to claim, and every error found in earlier versions. SOURCES.html — the bibliography, 70 references, indexed by slide. The presentation argues that describing data is the work, and that a description is only useful if a stranger, or a machine, can act on it. This record is therefore also meant to be an example of what it describes: it carries a persistent identifier, a licence that permits derivative works, subjects drawn from a controlled environmental vocabulary where one exists, and explicit links to the works it relies on.

Zenodo (CERN European Organization for Nuclear Research)
Consiglio per la ricerca in agricoltura e l’analisi dell’economia agraria (IT)
Openalex Percentile: Top 4%
Research Data Management Practices
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From Local Datasets to Interoperable Resources: Metadata, Vocabularies and Domain-Specific Standards — Simone Bregaglio, Giacomo Colle · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS