Source Water Protection for Nonmetropolitan Drinking Water Operators in British Columbia, Canada
Bibliographic record
Abstract
This case study research has been conducted in British Columbia’s Okanagan Valley. Situated in the southern interior of the province, the Okanagan Valley has experienced rapid expansion in agriculture and other resource activities as well as significant population growth since the mid-1900s. In response to new provincial drinking water regulations, local water operators in the Okanagan Valley have attempted to direct greater attention to drinking water source protection, the first barrier in the multi-barrier approach to clean drinking water. This paper examines constraints to source water protection from the perspective of nonmetropolitan drinking water operators. The results of this research indicate that many factors operate beyond the jurisdiction of local water operators in the Okanagan to constrain their ability to undertake effective source water protection. These results are not geographically unique to the Okanagan region but are representative of other nonmetropolitan areas throughout British Columbia.
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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 | 0.001 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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".