“Everything revolves around the herring”: The Heiltsuk-herring relationship through time
Bibliographic record
Abstract
Pacific herring (Clupea pallasii), a cultural keystone species, are a critical part of the social-ecological systems of British Columbia’s central coast. For millennia, Heiltsuk First Nation has depended on this forage fish for food, social, ceremonial, and economic purposes. My research, nested within the coast-wide “Herring School” initiative, documents the components of Heiltsuk First Nation’s relationship with Pacific herring and how this relationship has changed over time. Results identify (1) how Heiltsuk social institutions, local and traditional ecological knowledge, and worldview (Gvi’ilas) have informed herring management strategies from pre-contact times until present, and (2) how changes in state-led herring management and other social and institutional developments in BC have affected the role and transmission of Heiltsuk local knowledge and management strategies over time.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".