Paying it forward: Canada's renewed commitment to NATO's enhanced Forward Presence
Bibliographic record
Abstract
Although the dissolution of the Soviet Union may have altered the founding Cold War rationale for NATO, the fundamental principle of the transatlantic alliance has prevailed for 70 years: the collective defence of shared interests. In the face of Russian aggression, and uncertainty about US continued commitment to the alliance, reinforcing NATO has emerged as Canada's top expeditionary defence priority. Indeed, just before the NATO summit in July 2018, Prime Minister Justin Trudeau renewed Canada's commitment to the enhanced Forward Presence (eFP) as the Framework Nation for Latvia for four years, and scaled up Canada's contribution to the allied battlegroup. This decision is as much a reflection of the eFP's immediate collective defence requirements in Latvia as it is of the extent to which the existential fate of Canada's most important defence asset hangs in the balance: the alliance, Canada's role in it, and the future of Canadian defence policy.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".