Just Housing Unrealized: The Canada Housing Benefit in Atlantic Canada
Bibliographic record
Abstract
We examine the design and implementation of the Canada Housing Benefit (CHB), which is a rent subsidy provided to low-income tenants and an important part of the National Housing Strategy. Focusing on three Atlantic provinces, we explore to what extent the CHB adheres to just housing, based on the perspectives of stakeholders (n=18) who work with people living in poverty. We find that the CHB fails to provide assistance to many marginalized renters, thus perpetuating their exclusion. The CHB also falls short in providing housing that is affordable and secure, and lacks involvement in decision-making on the part of those with lived experience. Finally, the current state of the rental market, including a lack of units and landlord discrimination, poses significant limitations to its implementation. We conclude that the design of the CHB needs to be overhauled to comply with just housing, but that the housing terrain in which allowances are provided needs to be transformed or just housing will remain unrealized.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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".