Shipping Corridors as a Framework for Advancing Marine Law and Policy in the Canadian Arctic
Bibliographic record
Abstract
This article describes how a new policy – Arctic shipping corridors – can provide an adaptable framework for advancing marine law and policy in the Canadian Arctic. As the polar ice pack recedes due to climate change, vessel traffic in the region is increasing. As an initial response, the Canadian federal government has proposed a system of voluntary marine transportation corridors. Shipping corridors are a pragmatic policy solution that could be used to advance a number of priority maritime issues including: responsible economic development, human and vessel safety, environmental protection, and Inuit rights. Effective designation and management of shipping corridors requires a more integrated approach than exists now to account for the complexity of the Arctic marine environment. This paper explores how corridor design can create a national arctic shipping policy that advances (1) marine safety, (2) Inuit land claims agreements, (3) environmental protection, and (4) international cooperation.
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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 | 0.014 | 0.013 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.020 | 0.031 |
| Scholarly communication | 0.016 | 0.006 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".