Saint-Jean-Eudes une communauté en transition sociale et écologique : le cas d’un quartier ouvrier à Saguenay
Bibliographic record
Abstract
Saint-Jean-Eudes est un quartier situé à la limite des arrondissements de Chicoutimi et de Jonquière, à Saguenay. Enclavé entre l’usine de Rio Tinto et la rivière Saguenay, il a subi de nombreux changements au cours des dernières années. Puisqu’il est l’un des derniers quartiers de Saguenay à avoir conservé les caractéristiques d’un secteur ouvrier jusqu’aux années 2000, il constitue un cas d’intérêt pour étudier et comprendre les transformations d’un quartier ouvrier. Ce texte présente les résultats d’une recherche qualitative effectuée dans la perspective de la sociologie urbaine. L’étude permet d’observer comment les changements sociaux et économiques survenus au cours des dernières décennies ont modifié les rapports sociaux dans ce territoire urbain et ont transformé les modes de vie des habitants ainsi que les perceptions de l’environnement industriel du quartier.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.009 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".