Protection of Nationals Abroad: The Mexican State and Seasonal Agricultural Workers in Canada
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
Due to the adverse economic conditions in Mexico and the need for offshore labor in Canadian agriculture, Mexico entered the Seasonal Agricultural Worker Program (SAWP) in 1974 as a source country, becoming the country that exports the highest number of agricultural workers to Canada. While abroad, these workers have genuine needs that should be addressed by the Mexican government, but unfortunately the government has failed to provide adequate protection to its nationals. This note offers an overview of the operational aspects of the program and violations of the rules. It identifies workers’ needs and the most important national and international documents that regulate the protection of nationals abroad. This research is a critique of the role of the Mexican government in the protection of the seasonal agricultural workers in Canada, identifying the limitations the State faces to provide its national with protection.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it