'We Are Still Didene': Stories of Hunting and History from Northern British Columbia
Bibliographic record
Abstract
Detailing the history of the aboriginal village of Iskut, British Columbia over the past 100 years, 'We Are Still Didene' examines the community's transition from subsistence hunting to wage work in trapping, guiding, construction, and service jobs. Using naturally occurring, extended transcripts of stories told by the group's hunters, Thomas McIlwraith explores how Iskut hunting culture and the memories that the Iskut share have been maintained orally. McIlwraith demonstrates the ways in which these stories challenge the idealized images of Aboriginals that underlie state-sponsored traditional ecological knowledge (TEK) studies. McIlwraith instead illuminates how these narratives are connected to the Iskut Village's complex relationships with resource extraction companies and the province of British Columbia, as well as their interactions with animals and the environment
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".