Reconciling the North: Transit Pipelines and the Pursuit of Self-Sufficient Self-Government in the Yukon
Bibliographic record
Abstract
The research investigates how the responsibilities of Self-Governing Yukon First Nations (SGYFNs) regarding Settlement Land under the Umbrella Final Agreement, 1993, can be used to advance pipeline projects on Indigenous land title. In doing so, it challenges the contemporary notion of the Westphalian state system that has come to define the modern nation-state entity. Accordingly, the investigation employs contemporary border theory to examine how the responsibilities and obligations of SGYFNs, the Government of Yukon, and the Government of Canada can solve Aboriginal boundary issues to develop a sustainable Arctic economy in the 21st century, which is on the verge of unprecedented opportunity. As such, it takes transnational pipeline projects in developing countries as the basis of a trans-territorial model within the Canadian context, before concluding that it is equitable, lawful, and fair to provide incentives to reluctant Yukon First Nations to consent to pipeline development projects on Settlement Land.
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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 | 0.002 | 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 | 0.008 | 0.008 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".