Prairie Perspectives (Vol. 12) 43 A political ecology of source water protection
Bibliographic record
Abstract
Abstract: Across Canada, and elsewhere, the concept of source water protection (SWP) has gained prominence in the drinking water resources literature. The logic behind SWP is that it is easier, cheaper, and safer to protect a drinking water source from contamination than it is to repair the water source after contamination. However, the literature also suggests that various capacity- related factors operate to constrain SWP implementation on the ground. This article reports the results of applying Robbins ’ (2004) dominant narratives of political ecology to help explain conditions operating to constrain SWP at the local water purveyor level. The results are based on case study research from the Okanagan Valley, British Columbia. Data was derived from semi-structured key informant interviews and document review. Results reveal that the dominant narratives of political ecology provide a useful means of explaining factors constraining SWP. This article answers the call for a ‘First World ’ political ecology while contributing a politically-inspired perspective to water resource management in Canada.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.018 | 0.016 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.028 | 0.002 |
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".