The Columbia River Treaty’s Canadian Entitlement: The Role of Liberalized and Integrated North American Electricity Markets in a New Calculation
Bibliographic record
Abstract
The Columbia River Treaty between the United States and Canada may be terminated unilaterally by either nation beginning next year; this has brough attention within the Pacific Northwest and beyond to the 1964 agreement on river flows. Much of the discussion about updating the accord highlights important goals such as bettering the protection of fish and increasing public participation in ecosystem governance, but often neglects analysis of how electricity markets have changed over the past fifty years. This Comment, through an examination of key developments in utilities law and application of economic theory, attempts to parse principles that may prove helpful in finding a solution to the agreement’s most contentious element—the “Canadian Entitlement” payments from the U.S. to British Columbia—from the puzzle of the Columbia River Treaty’s electricity piece.
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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 | 0.004 | 0.013 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.022 | 0.013 |
| Scholarly communication | 0.013 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.009 | 0.013 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".