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Record W3209921460 · doi:10.7202/1082611ar

La gentrification au Québec : les gens, les lieux, les pratiques

2021· article· fr· W3209921460 on OpenAlexaffvenueabout
Alexandre Maltais, Hélène Bélanger

Bibliographic record

VenueRecherches sociographiques · 2021
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsUniversité du Québec à MontréalUniversité de Montréal
Fundersnot available
KeywordsHumanitiesGentrificationPhilosophyPolitical science

Abstract

fetched live from OpenAlex

Le phénomène tour à tour qualifié de gentrification ou d’embourgeoisement, par lequel l’habitat populaire est investi par de nouvelles populations mieux nanties en capital culturel ou économique, s’est imposé au coeur des luttes urbaines et de l’action communautaire comme l’un des principaux enjeux contemporains de justice sociale. Dans ce texte, nous proposons d’abord quelques fragments d’une généalogie québécoise du concept de gentrification (ou d’embourgeoisement) et du phénomène qu’il recouvre, à partir d’éléments qui ne visent pas à clore mais bien à alimenter le débat scientifique sur des bases théoriques explicites et transparentes. Peut-on parler d’une ou de gentrifications québécoises et, si oui, quels sont les éléments constitutifs de cette singularité? Cette question est l’occasion d’esquisser un bilan de plusieurs décennies de débats et de recherches, en faisant ressortir certaines particularités du contexte québécois, et en identifiant un certain nombre d’angles morts, autour de trois axes : les gens; les lieux; les pratiques.

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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.068
Threshold uncertainty score0.497

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 studies0.0180.019
Scholarly communication0.0050.002
Open science0.0010.002
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0080.000

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 head0.179
GPT teacher head0.355
Teacher spread0.175 · 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

Citations6
Published2021
Admission routes3
Has abstractyes

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Same venueRecherches sociographiquesSame topicFrench Urban and Social StudiesFrench-language works237,207