Searching for Aboriginal/Indigenous Self-Determination: Urban Citizenship in the Winnipeg Low-Cost-Housing Sector, Canada
Bibliographic record
Abstract
Theorists concerned with processes of urban citizenship have not accounted for their connections to a changing national citizenship regime and their internal dynamics, notably as they relate to evolving Aboriginal/indigenous rights. Using transformations in the low-cost-housing sector in Winnipeg, Canada as the empirical basis, I examine how changes in the trajectories of social and Aboriginal citizenship have intersected at the urban scale. This is done by combining document and policy analyses with data from thirty-seven semistructured personal interviews with Aboriginal and nonAboriginal housing actors. Following changes to federally driven social-housing policy in 1993, housing stakeholders in Winnipeg self-organised to engage all sectors of society in processes of urban citizenship around low-cost-housing goals. Aboriginal citizenship pursuits have not been interwoven with the pursuit of these social goals. There is a role for the federal government in ensuring the coupling of Aboriginal with urban social citizenship.
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How this classification was reachedexpand
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 | 0.000 | 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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".