Protection of Nationals Abroad: The Mexican State and Seasonal Agricultural Workers in Canada
Bibliographic record
Abstract
Debido a las condiciones economicas en Mexico y a las necesidades de los agricultores canadienses, Mexico suscribio el Programa de Trabajadores Agricolas Temporales (PTAT) en 1974, convirtiendose en el mayor exportador de trabajadores agricolas a Canada. Durante su estancia en el extranjero, estos trabajadores tienen necesidades que deben ser atendidas por el gobierno mexicano, pero desafortunadamente este no ha podido proporcionar la proteccion adecuada a sus connacionales. El presente ensayo ofrece un panorama de los aspectos operacionales del programa, asi como las violaciones a este; identifica las necesidades de los trabajadores y los marcos juridicos internacionales y nacionales para la proteccion de los connacionales en el exterior. Esta investigacion representa una critica del papel que el gobierno mexicano desempena en la proteccion de los trabajadores agricolas temporales en Canada, identificando las limitaciones que enfrenta el Estado para dicha tarea
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.012 | 0.004 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| 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".