Bibliographic record
Abstract
La fonte des glaces arctiques laisse entrevoir la possibilité de l’ouverture des passages du Nord-Ouest et du Nord-Est entre l’Atlantique et l’Asie. Routes beaucoup plus courtes que Suez ou Panama, elles offriraient des possibilités commerciales et industrielles notables, tout en permettant l’exploitation de gisements de pétrole et de minerais considérables. Mais ces routes constituent aussi des enjeux stratégiques majeurs pour les trois acteurs arctiques que sont la Russie, le Canada et les États-Unis. Pour ces derniers, la liberté de navigation de la marine américaine est fondamentale; pour les deux autres, les eaux des détroits font partie des eaux intérieures, relèveraient de leur seule souveraineté et ne seraient pas soumises aux droits de passage inoffensif et de transit. Des enjeux géopolitiques constituent le fondement des litiges entre ces pays.
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 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.017 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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; both teacher heads agree on what is shown here.
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".