Geothermal Energy Opportunities For The Kaska Nation In The Yukon
Bibliographic record
Abstract
Geothermal energy provides a versatile, renewable energy opportunity well suited for northern Canadian communities. Early stages of geothermal exploration have commenced in collaboration with the Kaska Nation in southeastern Yukon. This research is for the purpose of community outreach and education; it is meant to contribute to the progress of geothermal exploration and development in Kaska Dena traditional territory and across the Yukon. Building on work by the Barkley Project Group and Mira Geosciences in evaluating geothermal resources along the Tintina Fault Zone, this report provides an interdisciplinary perspective on geothermal energy opportunities for the Kaska Nation. The study includes a review of geothermal resource understanding, potential social and environmental implications of geothermal development, and pre-feasibility economic evaluation of diesel replacement with geothermal. It is shown that geothermal energy could provide multiple heat and power applications that would serve the long-term socio-economic goals of remote, northern communities in the Yukon.
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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 | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".