Indigenous nationhood and herring governance: strategies for the reassertion of Indigenous authority and inter-Indigenous solidarity regarding marine resources
Bibliographic record
Abstract
The modern-day reinvigoration of individual Indigenous nations around the world is connected to broader simultaneous movements of Indigenous nationhood worldwide. The origins, implications, philosophies, and diversities of Indigenous resurgences and resistances continue to be discussed in the growing body of literature on Indigenous governance. This article builds on these discussions by focusing on the applied tools and strategies of Indigenous resurgence. In the context of the Pacific herring fishery in British Columbia, Canada, this research explores the strategies and tools used by three Indigenous coastal nations to apply pressure on the colonial government to abdicate its asserted authority over herring governance. Motivated by a time-honored relationship to herring, we discuss how these Indigenous nations have strategized to try to regain authority over herring governance to protect species and Indigenous access to the fishery. We then discuss this ocean-based resurgence in the context of global Indigenous movements for the reassertion of self-determining authority.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.038 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".