Challenging Structural Racism and Violence in Policy and Practice for Indigenous Families Experiencing Homelessness
Bibliographic record
Abstract
Background: Canada’s settler history and legacy impacts of colonialization mean that policy is grounded in Eurocentric ideals which exacerbate vulnerabilities for Indigenous families due to gendered and racialized experiences. Objectives: Our purpose was to understand the experiences of Indigenous women as they try and secure safe affordable housing for themselves and their children. Methods: We utilized a community-based approach and interviewed 12 urban Indigenous women with current or recent experiences of homelessness. Results: Structural violence and racism manifested in three ways: trauma leads to homelessness which leads to trauma; families are trapped in dependency; the search for housing leads to fear of violence. Conclusion: The existence of multiple polices and frameworks to prevent human rights and housing violations are inadequate in protecting Indigenous women and children from racism and violence. An anti-colonial approach is necessary to review and align mainstream policy. This work must be led by lived experience experts.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".