Passages inclusifs : le réseau d'organismes communautaires autochtones de Montréal
Bibliographic record
Abstract
This research aims to enrich the understanding of the constitution of a sense of belonging to an aboriginal community in Montreal. It has been demonstrated that there is indeed a social cohesion in Montreal based on the collective aboriginal ethnic identity, or aboriginality. This cohesion is supported by aboriginal organizations and associations, whise approaches and engagements have a direct impact on their inclusion into the community. These institutions are considered as the source of communitarian social bond in the city. By the empowerment of a shared aboriginal identity, the representation of community interests, the integration in the urban life, the service delivery to members of the middle class and the creation of secured spaces dedicated to their cultural heritage, aboriginal associations are creating social ties to the community. On the other hand, some problems like the lack of communication between organizations, their hermetic nature, their excessive bureaucratic methods, the way women in the community monopolize the institutions, the presence of non-aboriginal people as well as the gang phenomenon are all experienced in the organizations. These problems produce harmful consequences on the member’s relations to the communitarian system and reduce their participation and attendance. Also, the social bond within the native community is weakened by various factors outside the grasp of the institutions. Some internal discriminations and stereotypes, sometimes tied to the use of administrative indicators of the Canadian Aboriginal Law, the lack of a native district in Montreal, and the different socio-economic members’ situations create divisions and affect the community spirit. This thesis focuses on the native community construction in an urban area through its institutional sphere, which differs from other studies on urban Natives. The objective is to understand the urban realities and the way the urban native communities are developing themselves.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.010 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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.
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".