Organizational arrangements for watershed governance on Vancouver Island : a focus on regional government roles and relationships
Bibliographic record
Abstract
The nature of water being cross-jurisdictional, vital, and not constrained by political boundaries, underscores the importance of arranging the organizations that make and influence decisions about watersheds in a way that meets complexity with resilience. This research — through interviews, network mapping, grounded observation, and literature review –— investigates the experiences of various organizations within three Vancouver Island case study areas: Alberni-Clayoquot, Nanaimo, and Capital regions. Using a social-ecological systems lens focused on the system as a whole, inclusive of the organizations and the ecology, this study explores what organizational arrangements can support sustainable context-driven watershed decision-making. The results point to key principles for organizational roles and relationships concerning watersheds, including: multiplicity, capacity, forums, and reciprocity. Niches for regional government in a multi-level framework also emerged, such as: bridging to community; exercising some regulatory authority and influence; establishing reliable long-term funding mechanisms; convening across levels of government; and supporting First Nations leadership.
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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 | 0.000 | 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) | 0.006 | 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".