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Record W4313837045 · doi:10.1522/revueot.v31n3.1523

La controverse sur la densification au Québec : un choc des valeurs sur la forme de l’habitat et des milieux de vie

2023· article· fr· W4313837045 on OpenAlexaffvenueabout
M. Simard

Bibliographic record

VenueRevue Organisations & territoires · 2023
Typearticle
Languagefr
FieldSocial Sciences
TopicSocial Sciences and Governance
Canadian institutionsUniversité du Québec à Chicoutimi
Fundersnot available
KeywordsHumanitiesPolitical scienceArt

Abstract

fetched live from OpenAlex

Au sortir de la 6e vague de la pandémie de COVID-19, on a assisté au printemps 2022 à une controverse soutenue dans la presse écrite sur les questions d’étalement urbain et de densification résidentielle au Québec. Le débat faisait rage dans le sillage des échanges qui entourent les grands projets de transport à Québec et à Montréal ainsi qu’à la suite de la conversation nationale sur l’urbanisme et l’aménagement des territoires, qui a précédé l’adoption de la Politique nationale de l’architecture et de l’aménagement du territoire du Québec. Ayant en arrière-plan l’enjeu des changements climatiques, l’approche de la densification douce et des quartiers axés sur les transports collectifs est proposée par la Politique, mais elle ne semble pas faire l’unanimité au sein de la population, voire parmi les élus du parti Coalition avenir Québec à l’Assemblée nationale. Attardons-nous donc à ce choc des valeurs à l’aide d’une revue de presse sur le sujet.

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)0.002
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.391
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.002
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.032
GPT teacher head0.293
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 teacher head, not a consensus.

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

Citations2
Published2023
Admission routes3
Has abstractyes

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