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Vers un modèle de maturité pour la gestion documentaire augmentée dans les organisations contemporaines: composantes et stratégie de mise en oeuvre

2024· article· fr· W4405681816 on OpenAlexaffvenue
Siham Alaoui

Bibliographic record

VenueCanadian Journal of Information and Library Science · 2024
Typearticle
Languagefr
FieldComputer Science
TopicCultural Insights and Digital Impacts
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsAugmentPhilosophy

Abstract

fetched live from OpenAlex

Au cours des dernières années, on observe un intérêt croissant envers l’automatisation des pratiques de gestion documentaire, grâce à la mise à profit des outils d’intelligence artificielle (IA), en parlant notamment d’une gestion documentaire augmentée. Cependant, l’intégration effective et efficace de l’IA aux processus archivistiques commande l’existence d’un ensemble de requis informationnels, technologiques, managériaux et normatifs. Cela ferait en sorte que les organisations puissent s’emparer du potentiel de l’automatisation pour soutenir leur devoir de transparence et améliorer leur performance. Le but de cet article est de proposer un modèle de maturité de six niveaux, mettant de l’avant les requis du déploiement de la gestion documentaire augmentée, de même que les pratiques et les dispositifs nécessaires à leur opérationnalisation. Il est aussi question d’identifier les aspects organisationnels à prendre en considération pour favoriser la transition d’un niveau de maturité à un autre. Mots-clés : maturité; intelligence artificielle; gestion documentaire; automatisation; gouvernance d’information.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesScholarly communication
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.773
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0070.038
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.055
GPT teacher head0.258
Teacher spread0.203 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
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".

Quick stats

Citations1
Published2024
Admission routes2
Has abstractyes

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