Cultural Landscapes, Past and Present, and the South Yukon Ice Patches
Bibliographic record
Abstract
South Yukon First Nations governments are partners in the Yukon Ice Patch Project investigating the mountaintop snow and ice patches where ancient hunting artifacts are being recovered. Heritage programs operated by these governments, which coordinate their citizens’ engagement in these activities, emphasize intangible cultural heritage. They view the project as an opportunity to strengthen culture, enhance citizens’ understanding of their history, and express First Nations values regarding cultural resources. As the primary mammal subsistence species for south Yukon Indian people is now moose, the ice patch discoveries highlight the historical role of caribou in their culture and increase awareness of the environmental history of their homelands. The cultural landscape concept is used to frame the present indigenous involvement in the Yukon ice patch investigations, as well as the past use of these unique landscape features and ancient land-use patterns. The Yukon Ice Patch Project reflects the contemporary context of the territory, where indigenous governments are actively involved in managing and interpreting their cultural heritage.
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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 | 0.000 | 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 | 0.004 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".