Sustaining Precarious Transnational Families: The Significance of Remittances From Canada's Seasonal Agricultural Workers Program
Bibliographic record
Abstract
Accelerating flows of remittances are dwarfing global development aid. This study deepens our understanding of remittance impacts on the families of workers who come to Canada annually for several months under the Seasonal Agricultural Workers Program (SAWP). Interviews with SAWP workers, their spouses, adult children and teachers in Mexico deepen our understanding of the impacts of these remittances. They demonstrate that the remittances are often literally a lifeline to transnational family survival, allowing them to pay for basic needs such as shelter, food, and medical care. Yet, at the same time, the remittances do not allow most of these workers and their families to escape deep poverty and significant precarity, including new forms of precarity generated by the SAWP. Instead, SAWP remittances help reduce poverty, at least temporarily, to more moderate levels while precarious poverty expands through globalneoliberal underdevelopment.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.011 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| 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".