The convergence of nonequity housing models in Canada: Changes to housing policy since 1990
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
Abstract This study examines the impact of housing policy convergence on the nonequity housing system in Ontario, Canada. Ontario has four distinct nonequity housing models— public, nonprofit cooperative, municipal nonprofit, and private nonprofit. This article argues that since 1990, housing policy in Canada, and particularly in Ontario, has become increasingly influenced by the neoconservative agenda of downsizing and decentralization of government functions found in the United States. The findings reveal that changes to housing policy have caused the convergence of nonequity housing models in the areas of management and administration. Drawing on the present findings and on an experimental project in tenant management, this article argues that the trend toward convergence will continue and will likely result in one nonequity housing model in Canada. This pattern is interpreted in light of the neoconservative agenda of both countries that emphasizes private sector solutions to housing low‐income families.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it