Housing Conditions and Health Implications for Migrant Agricultural Workers in Canada: A Scoping Review
Bibliographic record
Abstract
Migrant agricultural workers face various health inequities that have led to preventable illness and death. This paper investigates how material housing conditions have shaped physical and mental health outcomes for temporary foreign workers in Canadian agriculture. We conducted a scoping review of literature on migrant agricultural worker housing in Canada published between 2000-2022, analysing insights on the physical quality of workers' housing in relation to international frameworks on housing quality. Our review revealed a range of housing-related health risks, including: (1) Sanitation, food security, and water; (2) Thermal safety, electricity, and utilities; (3) Habitability of structure, air quality, and exposure to hazards; (4) Spacing, privacy, and co-worker relations and; (5) Geographic proximity to necessary services and social opportunities. Although housing has been increasingly recognized as a social determinant of health, little research examines how migrant farmworkers' accommodations shape their health outcomes, particularly in Canada. This scoping review provides timely insights and recommendations to inform research, policy, and public health interventions.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".