Groundwater and surface mangement in the Fraser Lowlands: policy and rights
Bibliographic record
Abstract
Development and urban growth within the Fraser Lowlands in both Canada and the United States, is putting increased pressure on shared water resources. The transboundary nature of surface watersheds and aquifers creates a dynamic management situation. Mismatched responsibility between levels of government in British Columbian B.C. and Washington State (WA) and different policy regarding management of watershed and aquifer use and protection can lead to conflict between watershed users at local and international levels. For example, a lack record of surface and groundwater withdrawal rates for private individuals in B.C has led to an information void. This has implications for management regarding flow rates of transboundary surface watersheds, as well as sources of long-term transboundary aquifer depletion. This paper explores management policy on both sides of the border, as it pertains to individual, community and province/state rights to surface and groundwater withdrawal, and the implications this has on transboundary water management.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".