Class, Capitalism, and Construction: Winnipeg's Housing Crisis and the Debate over Public Housing, 1934-1939
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
L'effondrement de l'industrie de la construction dans les années 1930 a provoqué une crise sans précédent du logement dans les villes du Canada. La situation était particulièrement difficile à Winnipeg. En 1934, la ville a commencé à prendre des mesures pour corriger le problème: toutes ont échoué. Si les faiblesses des programmes fédéraux de logement et la réticence des gouvernements fédéral et provincial ont contribué partiellement à l'échec de ces efforts locaux, les débats municipaux sur la question du logement révèlent que la réforme s'est également heurtée à l'opposition de l'élite locale du milieu des affaires, dont les membres n'aimaient pas la concurrence sur le marché locatif.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.008 | 0.021 |
| Scholarly communication | 0.001 | 0.001 |
| 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