Hans Off!: The Struggle for Hans Island and the Potential Ramifications for International Border Disupute Resolution
Bibliographic record
Abstract
As global warming continues to warm the Arctic seas, more of the Arctic is free of ice for longer periods. The possibilities for exploitation of natural resources and for control over Northern shipping lanes have prompted countries’ renewed interest in their competing claims to the region. Recently, Denmark and Canada have clashed over their competing claims to a small, uninhabitable rock known as Hans Island. While this island may not seem significant, the eventual resolution of this border dispute may have widespread ramifications for the resolution of international conflicts in other remote, uninhabited areas. This Note examines the International Court of Justice decisions in a number of border dis-pute cases, applies that jurisprudence to the Hans Island facts, and urges both parties to reach an equitable solution.
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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 | 0.007 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.013 |
| Scholarly communication | 0.014 | 0.007 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.012 | 0.011 |
| Insufficient payload (model declined to judge) | 0.005 | 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".