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Record W3185755864 · doi:10.7202/1089649ar

L’épopée numérique de l’Anthologie grecque : entre questions épistémologiques, modèles techniques et dynamiques collaboratives

2021· article· fr· W3185755864 on OpenAlexvenueaboutno aff
Marcello Vitali-Rosati, Margot Mellet, Servanne Monjour, Antoine Fauchié, Timothée Guicherd, David Larlet, Enrico Agostini-Marchese

Bibliographic record

VenueSens public · 2021
Typearticle
Languagefr
FieldComputer Science
TopicSemantic Web and Ontologies
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPhilosophy

Abstract

fetched live from OpenAlex

Dans cet article, nous présentons le travail d'édition numérique collaborative de l'Anthologie grecque entrepris par la Chaire de recherche du Canada sur les écritures numériques. Nous revenons notamment sur les problématiques de recherche à l'origine de la démarche, les étapes et réflexions théoriques et techniques qui ont rythmé l'évolution de la recherche ainsi que ses récents développements. À partir de l'analyse de cette expérience, nous essayons de comprendre comment émergent les conditions théoriques, épistémologiques et méthodologiques qui structurent un projet de recherche. La thèse que nous souhaitons défendre ici est que loin d’être le fruit d’un·e seul·e chercheur·e, la pensée est le fruit d’un ensemble complexe de conjonctures médiatrices qui comprennent un ensemble de forces hétérogènes dont émergent ensuite des personnes, des techniques, des textes, des plateformes, des méthodes, des collectifs.

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)0.010
metaresearch head score (Gemma)0.024
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.983
Threshold uncertainty score0.165

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.024
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.004
Science and technology studies0.0060.022
Scholarly communication0.0170.012
Open science0.0020.005
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0120.002

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 head0.053
GPT teacher head0.313
Teacher spread0.260 · 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.

Study designNot applicable
Domainnot available
GenreEmpirical

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
Published2021
Admission routes2
Has abstractyes

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