The Civil Society Dynamic of Including and Empowering Refugees in Canada’s Urban Centres
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article addresses the critical role that civil society at the urban level plays in integrating and empowering immigrants and minorities in Canadian society. From a place-based approach, it investigates how key agencies in the local community have been instrumental in including immigrants in general and refugees in particular into the fabric of Canadian society. Empirically the analysis focuses on Neighbourhood Houses in Greater Vancouver and the Privately-Sponsored Refugee program in Canada. With the interpretative lens on the urban context, the article shows how immigrants and refugees have gained agency and voice in the public arena through place-based communities. The insight into these two empirical cases provides the basis for conceptualizing the socio-political dynamics of immigrant settlement and integration in terms of the effects generated by urban governance structures.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it