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Record W3004536619 · doi:10.7202/1066821ar

Dans l’arrière-boutique : parcours professionnels et résidentiels de petits commerçants montréalais

2020· article· fr· W3004536619 on OpenAlexaffvenue
Alexandre Maltais

Bibliographic record

VenueSociologie et sociétés · 2020
Typearticle
Languagefr
FieldSocial Sciences
TopicCultural Industries and Urban Development
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsHumanitiesPolitical scienceArt

Abstract

fetched live from OpenAlex

S’appuyant sur une enquête de terrain réalisée dans deux quartiers centraux montréalais en transition socioéconomique — Hochelaga-Maisonneuve et Saint-Henri—Petite-Bourgogne —, cet article propose de suivre l’évolution récente du petit commerce à partir du vécu des commerçants. Il mobilise un corpus de 50 entretiens semi-directifs réalisés auprès de propriétaires d’établissements commerciaux de ces deux quartiers. L’analyse de ces entretiens permet, dans un premier temps, de faire ressortir la diversité des profils des commerçants en proposant une typologie de leur rapport au commerce tenant compte de leur position dans le cycle de vie, de leur situation familiale et de leur trajectoire professionnelle passée. Elle permet ensuite, dans un second temps, d’examiner leur rapport au quartier où ils tiennent boutique, en insistant sur les représentations antérieures et postérieures à leur établissement. Nous constatons ainsi que les trajectoires professionnelles et résidentielles des nouveaux commerçants sont mues par des considérations éthiques et esthétiques fortes, les rattachant plus nettement aux couches moyennes salariées dont plusieurs d’entre eux sont issus qu’à la petite bourgeoisie commerçante d’hier.

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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.101
Threshold uncertainty score0.204

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0100.006
Scholarly communication0.0050.002
Open science0.0010.003
Research integrity0.0010.001
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 head0.407
GPT teacher head0.492
Teacher spread0.085 · 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

Citations1
Published2020
Admission routes2
Has abstractyes

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