Fighting Poverty in Four Rural Healthy Communities in Quebec
Bibliographic record
Abstract
In 1984, in Toronto, the Healthy Cities idea was coined, soon adopted by the World Health Organization to launch, in 1986, a major international initiative. Since then, over 10, 000 municipalities worldwide have jumped in, including small rural villages, which led the movement to be called Healthy Communities in Canada. Four action principles at the core of the movement can influence the fight against poverty in rural areas: intersectorality, participation, empowerment, and municipal commitment. This article describes a collective case study involving four rural municipalitiesthat are members of the Quebec Network of Healthy Communities. This qualitative study paid detailed attention to understand how these initiatives embraced fighting poverty. Five factors to be considered emerged if rural municipalities in the Healthy Communities networks and beyond them want to address poverty concretely. Keywords: rural municipalities, community development, fight against poverty, Healthy Communities, Quebec, Canada ______________________________________ Lutter contre la pauvrete dans quatre communautes rurales saines au Quebec En 1984, a Toronto, l'idee des Villes-sante apparait et bientot adoptee par l'Organisation mondiale de la sante pour lancer, en 1986, une grande initiative internationale. Depuis lors, plus de 10 000 municipalites dans le monde s’y sont lancees, y compris de petits villages ruraux, qui ont mene le mouvement appele Communautes en sante au Canada. Quatre principes d'action au cœur du mouvement peuvent influencer la lutte contre la pauvrete en milieu rural : l'intersectorialite, la participation, la responsabilisation et l'engagement municipal. Cet article decrit une etude de cas collective impliquant quatre municipalites rurales membres du Reseau quebecois des communautes en sante. Cinq facteurs a considerer ont emerge si les municipalites rurales des reseaux Communautes en sante et au-dela veulent s'attaquer concretement a la pauvrete. Mots-cles : municipalites rurales, developpement communautaire, lutte contre la pauvrete, Communautes saines, Quebec, Canada
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.028 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".