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
In the late 1940s and early 1950s, Canadian cities dealt with a growing housing shortage while the federal and provincial governments argued over who would implement the provisions of the 1944 National Housing Act. This was particularly true in Toronto. As Torontonians celebrated the construction of Regent Park, Canada's “Premier Slum Clearance and Public Housing Project,” nearly 1,350 Toronto families were housed in dilapidated old army barracks and staff houses. Until Regent Park, the shelters were Toronto's only rent-geared-to-income housing project. This article challenges the assumptions that Toronto's homeless were “shiftless welfare bums” and examines the strategies shelter residents used to survive the often brutal conditions in which they lived and how they hoped to escape them. Finally, it argues that the inability of municipalities to replace emergency shelters with decent affordable housing reveals the long-standing reluctance of Canadian governments to develop social-housing programs to eliminate homelessness.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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