Trump worries will weigh on Canada's economic agenda
Bibliographic record
Abstract
Significance Trump’s victory in the US presidential election has created worries in Ottawa that a more protectionist line from Washington could further dampen weak Canadian business investment and export growth. The government of Prime Minister Justin Trudeau has announced additional fiscal measures to stimulate economic growth, strengthen long-term economic competitiveness and provide more inclusive economic opportunities. Impacts Increased US oil and gas production could keep prices low, crimping the benefits of Canadian midstream investments. Backsliding on emissions reductions by Washington could sap political support for activist policies by Ottawa and other jurisdictions. US failure to ratify the Trans-Pacific Partnership would see Canada pursue bilateral arrangements with the Pacific Rim.
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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 | 0.006 | 0.017 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.030 | 0.009 |
| Scholarly communication | 0.020 | 0.005 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.019 | 0.016 |
| Insufficient payload (model declined to judge) | 0.062 | 0.007 |
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".