Preventing Indigenous youth homelessness in Canada: A qualitative study on structural challenges and upstream prevention in education
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
Drawing on a partnership with a group of Indigenous youth experiencing homelessness in Vancouver, Canada, this study identifies four structural challenges that have impacted them and four actionable upstream strategies to further prevent youth housing precarity. As a secondary analysis of a community-engaged study with youth experiencing homelessness, we conducted a thematic analysis with qualitative data, which included qualitative interviews with five young people and researcher observations. The results reflect the racial, colonial, and economic concerns that impact Indigenous youth experiencing homelessness. The four actionable upstream solutions highlight human rights-based approaches to homelessness, ranging from advancing and strengthening public services, transitional justice processes, and cultural and socioeconomic safety. This study provides strategies to promote Indigenous youth wellbeing and decrease risk of housing precarity, while centering and drawing from youth knowledge production. Strengths and limitations of the study are also discussed.
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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 | 0.002 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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