Bibliographic record
Abstract
The Site C Clean Energy Project is a proposed dam and hydroelectric generating station on the Peace River in northeast British Columbia, seven kilometers southwest of the city of Fort St. John. The proposed site―within the Peace River Valley―is home to BC’s Treaty 8 First Nations with an approximate Aboriginal population of 2500-3000 people (T8TA, "Treaty 8 Communities"). The project's proponent, BC Hydro, received environmental approval for Site C from the federal and provincial governments on October 14, 2014 (BCEAO Conditional Environmental Assessment Certificate Granted: Site C Clean Energy Project; CEAA "Government of Canada's Decision on the Environmental Assessment of the Site C Clean Energy Project"); however, the project still requires an investment decision from the Province and regulatory permits and authorization before it can proceed to construction (BC Hydro, "Multi-Stage Evaluation"). The Treaty 8 First Nations are opposing Site C, having filed a lawsuit on grounds that the project would have a devastating impact on their traditional land and thus violate their treaty rights (Keller)...Find full text in .pdf below.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.002 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.060 | 0.010 |
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".