Is the Right to Housing Being Realized in Canada? Learning from the Experiences of Tenants in Affordable Housing Units in a Large Canadian City
Bibliographic record
Abstract
Background: Housing is a critical determinant of health and a basic human right. Historically, Canada’s housing policies have not been grounded in a human rights-based approach. In the 1990s, a policy shift prioritized efficiency in government spending and deficit reductions over the provision of many social programs including affordable housing. With various levels of government now acknowledging and recognizing the need for more affordable housing, it is important to understand tenant experiences, perspectives, and needs to ensure policies and practices are supporting individuals appropriately. Methods: In total, 161 individuals participated in this study by completing online or in-person questionnaires. Results: Exploratory analysis of results revealed that although there were some positive benefits to affordable housing, many tenants continued to struggle financially, physically, mentally, and emotionally without adequate supports in place. Conclusions: These findings highlight the need for affordable housing to be part of a system of care that provides supports along a continuum. The results further reiterate that placing a person or family in affordable housing does not guarantee that their lives have improved. Without robust affordable housing models that prioritize the empowerment of individuals and families, housing policies may fail to fulfil the right to safe and affordable housing for Canadians, especially when considering historically marginalized populations.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.049 | 0.014 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 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".