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Record W7139815413

(GEPN-S) Fiches explicatives sur la préservation numérique Version 1.0

2025· other· fr· W7139815413 on OpenAlexaboutno aff
Corey Davis, Kenton Good

Bibliographic record

VenueTSpace (University of Toronto) · 2025
Typeother
Languagefr
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)State governmentGerman
DOInot available

Abstract

fetched live from OpenAlex

Ces fiches explicatives, élaborées par le Groupe d'experts en préservation numérique de Scholaris (GEPN-S), offrent une introduction pratique à la préservation numérique dans le contexte des dépôts institutionnels et communiquent la valeur de ce travail aux différentes parties prenantes de votre institution. Le GEPN-S a créé ces ressources en réponse à l'intérêt manifesté par la communauté canadienne des dépôts pour obtenir des conseils visant à favoriser une compréhension commune de la préservation numérique. Les explications sont conçues pour être flexibles et adaptables aux institutions qui représentent plusieurs niveaux de préparation à la préservation, notamment en matière de connaissances et de compétences, de personnel, de politiques, de flux de travail, et plus encore. Les renseignements présentés sont basés sur les commentaires recueillis dans le cadre de notre Enquête sur l'évaluation des besoins en matière de préservation numérique.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.066
Threshold uncertainty score0.193

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.016
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.005
Science and technology studies0.0020.003
Scholarly communication0.0070.004
Open science0.0010.004
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0580.028

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.

Opus teacher head0.013
GPT teacher head0.237
Teacher spread0.224 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2025
Admission routes1
Has abstractyes

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