Abbotsford's agricultural accommodation: an examination of foreign agricultural work living accommodation in Abbotsford, British Columbia
Bibliographic record
Abstract
This study evaluates the state of agricultural housing accommodation in Abbotsford, British Columbia for migrant seasonal workers entering Canada under the Seasonal Agricultural Worker Program (SAWP). The study examines whether enough quality housing exists for Seasonal Agricultural Workers (SAW) using data collected from Citizenship and Immigration Canada and the City of Abbotsford. Based on a provincial standard of 7.44m2 of living space per SAW, the study finds a shortage in quality housing for SAW between 2005 and 2007, with the problem at least temporarily abating in 2008. After evaluating a number of policy alternatives, the study proposes the City of Abbotsford include the living space requirement detailed in provincial migrant worker housing guidelines in zoning bylaws 210.10 and 220.10. Inclusion of the requirements in city bylaws will ensure that each worker hired by a farm operator be provided with the minimum 7.44m2 of living space.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".