On the Outside Looking In: The Precarious Housing Situations of Successful Refugee Claimants in the GVRD
Bibliographic record
Abstract
Access to affordable and adequate housing is a key step in the successful integration of newcomers. While some immigrants are able to transition into home ownership quite rapidly, other newcomers are finding it increasing difficult to access basic shelter. There is little systematic knowledge about the extent of homelessness among immigrants and refugees in Greater Vancouver. This paper details the findings of a 2005 study entitled The Profile of Absolute and Relative Homelessness among Immigrants, Refugees, and Refugee Claimants in the GVRD. We highlight the extent to which some newcomers are increasingly at risk of “hidden homelessness,” a term that describes precarious and unstable housing experiences. This paper also details the unique housing experiences of refugee claimants. Given their temporary legal status, claimants often face the most tenuous experiences in the housing market. Their experiences are often marked by poor residential conditions, crowding, and high rent-to-income ratios.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".