Coastguards in peril: a study of Arctic defence collaboration
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Defence collaboration is on the political agenda in most western countries. Simultaneously, maritime activity in the Arctic region is growing, spurring demand for various coast guard tasks of both civilian and military characters. How can defence collaboration be applied to deal with a changing situation in the Arctic? Arctic coastal states are facing heightened risks, and their various coast guard structures have to provide extended capacities for a number of tasks. Simultaneously, most Arctic coast guards are experiencing a stretch in capabilities, as demand grows. This study asks whether it is purposeful – or even possible – to conduct defence collaboration on coast guard tasks in the Arctic. Subsequently, what are the drivers of, and challenges to, such collaboration, and what forms can it take? Canada, Denmark and Norway form the basis of this comparative study, given their status as NATO members and small-to-medium powers with prominent geographical positions in the North Atlantic/Arctic oceans.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it