NAFTA talks will raise Mexican labour reform pressure
Bibliographic record
Abstract
Subject Mexico's trade unions. Significance On September 11, the head of Mexico’s main business lobby Coparmex called on Congress to advance several pending issues relating to labour reform before the 2018 elections, including legislation on labour relations, union regulation and collective bargaining contracts. The call comes as the government attempts to resist pressure from Washington and Ottawa to address labour disparities as part of the North American Free Trade Agreement (NAFTA) renegotiations. Impacts Government and business will oppose any NAFTA alterations that might harm Mexico’s comparative advantages. Union leaders will resist strengthening the right to free association, which would allow workers to opt for alternative unions. The Confederation of Workers of Mexico will put pressure on its more than 11,000 affiliated unions to vote for the PRI in 2018. The independent National Union of Workers will call on affiliates to support leftist options. Discontent has increased among unionised workers, who will not necessarily vote along the same lines as the leaders.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.006 | 0.004 |
| Insufficient payload (model declined to judge) | 0.089 | 0.013 |
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".