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Record W4413273293 · doi:10.1522/revueot.v34n2.1968

Analyse FFPM du Plan particulier d’urbanisme du centre-ville de Chicoutimi : la Ville de Saguenay est-elle sur la bonne voie pour revitaliser le centre-ville de Chicoutimi?

2025· article· fr· W4413273293 on OpenAlexaffvenueabout
Laura-Jessica Boudreault

Bibliographic record

VenueRevue Organisations & territoires · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsUniversité du Québec à Chicoutimi
Fundersnot available
KeywordsHumanitiesGeographyArt

Abstract

fetched live from OpenAlex

Cet article est une analyse, selon la méthode forces, faiblesses, possibilités et menaces (FFPM); en anglais, SWOT, du Plan particulier d’urbanisme (PPU) du centre-ville de Chicoutimi, un arrondissement de Ville de Saguenay, dans la région du Saguenay–Lac-Saint-Jean, au Québec. Depuis les années 1960, le centre-ville de Chicoutimi est aux prises avec une problématique de dévitalisation, qui ne cesse de s’amplifier. C’est dans ce contexte que la Ville de Saguenay a présenté, en mai 2024, le PPU du centre-ville de Chicoutimi. Ce document a pour but de définir une vision claire et de prioriser les actions à entreprendre pour revitaliser le centre-ville de cet arrondissement d’ici 2040. Ce plan, qui était très attendu, a reçu un accueil assez mitigé. Devant autant de critiques, nous tenterons de répondre à la question suivante : Est-ce que la Ville de Saguenay est sur la bonne voie pour revitaliser le centre-ville de Chicoutimi?

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.430
Threshold uncertainty score0.864

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0030.002
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0110.001

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 head0.013
GPT teacher head0.224
Teacher spread0.211 · 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 designQualitative
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
Published2025
Admission routes3
Has abstractyes

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