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Record W4388206587 · doi:10.7202/1106866ar

L’Outaouais : entre région périphérique et région sous influence métropolitaine

2023· article· fr· W4388206587 on OpenAlexaffvenueabout
Mario Gauthier, Guy Chiasson, Anne Mévellec

Bibliographic record

VenueCahiers de géographie du Québec · 2023
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsUniversity of OttawaUniversité du Québec en Outaouais
Fundersnot available
KeywordsMetropolitan areaPeripheralGeographyMedicineInternal medicineArchaeology

Abstract

fetched live from OpenAlex

En 2019, l’Assemblée nationale du Québec a adopté une motion reconnaissant la situation particulière de l’Outaouais. Notre objectif, dans ce texte, est d’expliquer la raison d’être de ce statut particulier revendiqué par les acteurs régionaux de l’Outaouais. Pour ce faire, nous montrons que ce statut est en partie une réponse au caractère hybride de la région, que le modèle centre-périphérie ne peut totalement exprimer. La dynamique métropolitaine créée par la capitale fédérale affecte profondément la répartition des activités et des richesses sur le territoire régional. Le clivage existant entre un Outaouais urbain et périurbain, et un Outaouais plus rural, a toutefois été récemment « retravaillé » par une mobilisation régionale qui cherche au contraire à faire advenir une communauté d’intérêts partagés. Le Front régional Outaouais (FRO) propose ainsi de dépasser les clivages territoriaux par-delà les spécificités municipales, mais aussi d’adopter une approche globale de développement dépassant les secteurs traditionnels de politiques publiques.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.172
Threshold uncertainty score0.347

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0050.003
Scholarly communication0.0050.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0100.000

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 head0.011
GPT teacher head0.235
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 designObservational
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

Citations0
Published2023
Admission routes3
Has abstractyes

Explore more

Same venueCahiers de géographie du Québec→Same topicFrench Urban and Social Studies→French-language works237,207→