Política externa do Canadá para a nova rota ártica ameaças e oportunidades na estratégia marítima
Bibliographic record
Abstract
Distance is a veil of ignorance, and even when the prejudices of specific viewpoints can be overcome, the friction caused by unique sociocultural differences is still not eliminated. The Arctic, one of the world's last unexplored regions, reveals a unique dynamic, highlighting complex dilemmas and choices that often have more than one dimension for states to consider when making decisions, choosing sides, setting policy, entering the conflict, or supporting or not supporting certain allies. The analysis presented here addresses the issues raised by Canadian legal unilateralism, given the geostrategic potential of the new sea route. This a fact that has much to reveal for the correct understanding of Canadian foreign policy, but it also tells us much about the mesoscale geopolitical context, namely the need for a common and coherent security policy to contain the largest regional actor – Russia.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.015 | 0.003 |
| Scholarly communication | 0.007 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.016 | 0.001 |
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".