Indigenous-Inclusive Citizenship: The City and Social Housing in Canada, New Zealand, and Australia
Bibliographic record
Abstract
Indigenous peoples in Canada, New Zealand, and Australia are highly urbanised. In spite of this, urban Indigenous communities have a difficult time giving effect to self-determining autonomy in comparison with their rural, remote, and reserve counterpart communities. The place of authentic Indigeneity in the public perception has remained outside of urban areas. All three countries have had social housing initiatives that aim to even out life-chances among citizens. How Indigeneity features in the housing sector varies from country to country. Through an examination of social housing developments from the 1930s to the present, we develop knowledge of how the place of authentic Indigeneity has changed over time and has been linked to the creation of Indigenous-inclusive citizenship in the city. While the Canadian experience continues to pair self-government with common social housing goals, New Zealand never really linked self-government with common social citizenship in the housing sector; Australia did for a time, but it is regressing quickly.
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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 | 0.003 | 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 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".