Abandoning the SRO: Public Health Withdrawal from Sanitary Enforcement in Vancouver’s Downtown Eastside
Bibliographic record
Abstract
This paper situates a ten-year period of political upheaval in addressing the problem of Single Room Occupancy (SRO) housing in Vancouver, Canada, within an epistemic transformation of public health. Until 1970, the Vancouver Health Department exemplified a colonial history of public health in establishing the city’s skid road as a cordon sanitaire. But the 1970s saw a sudden fading of the Department’s authority just as a more collaborative approach to housing policy was emerging. The sunsetting of sanitary enforcement was driven in part by the arrival of a “new public health” that became primarily concerned with defining public health problems and solutions through the regulation of racialized bodies and behaviors—a cordon thérapeutique. By the 1980s, this shift constituted an epistemic and regulatory abandonment of SRO housing, leading to the accelerated deterioration of the entire housing stock and costing incalculable human suffering and the loss of lives.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.027 | 0.009 |
| Scholarly communication | 0.007 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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".