Intersecting Barriers: The Production of Housing Vulnerability for LGBTQ Refugees in Alberta, Canada
Bibliographic record
Abstract
Canada’s National Housing Strategy acknowledges that identity factors are closely connected to housing vulnerability. Specifically, it identifies 12 groups at heightened risk of negative housing outcomes in Canada. In this research, we focus on the intersection of two of these groups: LGBTQ people and refugees. Existing studies establish that members of both groups are vulnerable to discrimination, homelessness, and housing unaffordability. However, they have largely been examined separately, and with limited insights into the factors that produce vulnerability. To develop a more nuanced and systemic account of LGBTQ refugees’ housing vulnerability, we conducted a study in Alberta, Canada. Utilizing Crenshaw’s theory of intersectionality, and drawing on policy documents and key-informant interviews, we identified three types of barriers to housing. We conclude that an intersectional approach provides a foundation for systemic explanations of housing vulnerability that are too often absent in policy.
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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 | 0.004 | 0.002 |
| 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".