Imbricated Geographies of Conservation and Consumption in the Stikine Plateau
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract This paper interrogates the role of animals and hunting, conservation and consumption in the making of the Stikine, a vast though nebulously defined plateau that covers much of the northwest corner of British Columbia. In 1905, Arthur Bryan Williams, the newly appointed Provincial Game Warden enacted a new regime of control over landscape, animals and ecology. New laws on closed seasons, kill limits, an enforcement network and a careful system of accounting re-scripted what animals meant in the province and fundamentally changed the interactions between people, nature and the state. I show how hunting, conservation and the changes to consumption worked to shift understandings of nature in the Stikine. The geographies of conservation and consumption, operating across multiple scales, were a fundamental component of place-making in the Stikine in the first decades of the twentieth century.
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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 | 0.000 | 0.003 |
| 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 it