Newsline reports: the season of metadata at the Annual Dublin Core Workshop in Ottawa
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Dans le cadre du huitieme Atelier annuel sur le Dublin Core, norme internationale de metadonnees pour la description des ressources electroniques, l'A. tente de clarifier la place du Dublin Core (DC) dans le monde en mutation du catalogage. Apres un rappel des circonstances de la creation des elements de base de la norme DC en 1995, l'article resume les differentes sessions de la conference. Associe a une syntaxe XML (eXtensive Markup Language) et a un cadre de Resource Description Framework, et utilise avec des extensions specifiques a un domaine, le DC a le potentiel pour devenir la future norme semantique pour la decouverte des ressources electroniques, de facon bien plus efficace que les Anglo-American Cataloguing Rules ou le format MARC.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.014 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it