Trump positions could trigger NAFTA talks breakdown
Bibliographic record
Abstract
Significance Canadian Foreign Affairs Minister Chrystia Freeland presented on August 14 a number of conditions for the talks. The negotiation objectives of President Donald Trump's administration tread onto several red-line issues for the Canadian and Mexican governments, which will seek vigorously to defend their respective national interests in the face of US protectionism. At stake is the integrated North American economy that has existed since 1993, with significant continental economic repercussions to be expected should negotiations go sour. Impacts The US political fixation on trade deficits will lead to economically sub-par NAFTA positions. Republican legislators and governors will seek to rein in disruptive positions by the White House ahead of 2018. Staffing cuts will diminish US negotiating capacity compared to their Canadian and Mexican counterparts.
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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 | 0.009 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.031 | 0.007 |
| Scholarly communication | 0.016 | 0.004 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.013 | 0.012 |
| Insufficient payload (model declined to judge) | 0.052 | 0.006 |
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".