Enforcement of the United States-Mexico-Canada Agreement ("USMCA") Rapid Response Mechanism: Views from Mexican Auto Sector Workers
Bibliographic record
Abstract
[Excerpt] Our findings suggest that workers at facilities that have undergone RRM (Rapid Response Mechanism) enforcement activities are more aware of their labor rights and procedures than workers at facilities that have not undergone RRM enforcement activities. There are various reasons for that disparate awareness, including but not limited to the worker-level training that workers received within the framework of RRM enforcement versus the union-level training that the U.S. Department of Labor conducted throughout Mexico. Nevertheless, neither workers at RRM facilities nor facilities that had not participated in RRM enforcement tended to be as knowledgeable about the labor law reforms, the process to approve their collective bargaining agreements, and union election procedures as commonly presupposed in the current trade and labor discourse. [Also available as in a Spanish language version]
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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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.004 | 0.003 |
| Bibliometrics | 0.005 | 0.013 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.006 | 0.005 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.024 | 0.001 |
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; both teacher heads agree on what is shown here.
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".