Examining Labour Rights Enforcement Mechanisms in NAFTA and the USMCA and its Impact on Labour Conditions in Mexico
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
The purpose of this paper is to examine changes made to labour rights enforcement mechanisms under the United States-Mexico Canada Agreement, from its predecessor agreement, the North America Free Trade Agreement, and the impact it may have on labour conditions in Mexico. Some scholars argue that the labour rights enforcement mechanisms in the North America Free Trade were fundamentally flawed, and allowed the Mexican government to passively enforce its domestic labour laws to the detriment of its workforce. This paper will argue that while the United States-Mexico Canada Agreement has made positive advancements to remedy labour issues under the North American Free Trade Agreement, limitations still exist, which may promote inequities amongst Mexican workers.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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