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Record W2165602408 · doi:10.7202/021547ar

Évolution des espaces fonctionnels dans la région administrative de Trois-Rivières

2005· article· fr· W2165602408 on OpenAlexaffvenueabout
Armand Séguin

Bibliographic record

VenueCahiers de géographie du Québec · 2005
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsUniversité du Québec à Trois-RivièresUniversité Laval
Fundersnot available
KeywordsHumanitiesPolitical scienceArt

Abstract

fetched live from OpenAlex

En effectuant en 1976 une enquête similaire à celle qui servit de base à la délimitation des régions et sous-régions administratives du Québec en 1965, on a défini, dans le cadre de la région administrative de Trois-Rivières, une hiérarchie des pôles d'attraction et délimité leurs zones d'influence. Les résultats comparés indiquent d'abord très peu de modifications au niveau de la hiérarchie, si ce n'est l'émergence de trois petites villes qui accèdent au palier inférieur de celle-ci. De même on remarque une relative stabilité dans la vie de relations entre les municipalités rurales et leurs pôles d'attraction urbains. Les mutations spatiales les plus importantes affectent la zone d'influence de la capitale régionale qui, favorisée par la mise en place en 1967 d'un lien routier permanent et gratuit avec la rive sud du Saint-Laurent, intensifie et étend son rayonnement dans ce secteur méridional de la région. Cette évolution des espaces fonctionnels trouve sa confirmation dans les options de regroupement prises par les municipalités lors de la formation des dix M.R.C. de la région l'an dernier.

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)0.002
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.528
Threshold uncertainty score0.938

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0020.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0060.001

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 head0.019
GPT teacher head0.245
Teacher spread0.226 · 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

Citations1
Published2005
Admission routes3
Has abstractyes

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Same venueCahiers de géographie du QuébecSame topicFrench Urban and Social StudiesFrench-language works237,207