Bibliographic record
Abstract
This paper explores the intricate security challenges associated with the U.S.–Canada Northern Border, particularly in relation to Indigenous nations whose territories and communities extend across both nations. The intersections of Indigenous sovereignty, cultural continuity, and cross-border rights with national and international security issues, such as human trafficking, smuggling, political overreach, and environmental stewardship, are examined. Historical agreements like the Jay Treaty, along with the differing recognition frameworks in the U.S. and Canada, influence the legal and political circumstances that Indigenous communities encounter today. Special emphasis is placed on the disproportionate effects of the Missing and Murdered Indigenous Women (MMIW) crisis, the exploitation of tribal lands by transnational criminal organizations, and how economic and political conflicts heighten vulnerabilities. The paper contends that effective security at the Northern Border necessitates collaborative strategies that honor Indigenous sovereignty while tackling common security threats. Suggested actions include enhancing cross-border cooperation, broadening culturally sensitive law enforcement training, improving communication between agencies, and creating legislative frameworks that involve Indigenous leadership in border management.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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; a candidate call from one teacher head, 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".