Indigenous homelessness: perspectives from Canada, Australia and New Zealand
Bibliographic record
Abstract
Being homeless in one’s homeland is a colonial legacy for many Indigenous people in settler societies. The construction of Commonwealth nation-states from colonial settler societies depended on the dispossession of Indigenous peoples from their lands. The legacy of that dispossession and related attempts at assimilation that disrupted Indigenous practices, languages, and cultures—including patterns of housing and land use—can be seen today in the disproportionate number of Indigenous people affected by homelessness in both rural and urban settings. Essays in this collection explore the meaning and scope of Indigenous homelessness in the Canada, Australia, and New Zealand. They argue that effective policy and support programs aimed at relieving Indigenous homelessness must be rooted in Indigenous conceptions of home, land, and kinship, and cannot ignore the context of systemic inequality, institutionalization, landlessness, among other things, that stem from a history of colonialism. Indigenous Homelessness: Perspectives from Canada, New Zealand and Australia provides a comprehensive exploration of the Indigenous experience of homelessness. It testifies to ongoing cultural resilience and lays the groundwork for practices and policies designed to better address the conditions that lead to homelessness among Indigenous peoples.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 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".