Evaluating Riparian Strips for Sustainability In British Columbia: Possess these shores with me
Bibliographic record
Abstract
How effective are strips at sustaining riparian environment in British Columbia? Riparian strips are parcels of land that abut water. Sustainability means providing public access to and along watercourses for recreation, minimizing economic losses due to flooding, and ensuring the conservation of habitat. Strips are created through reservation, restriction, or dedication, upon Crown grant, subdivision, or development. Methodology included reviewing provincial legislation and policy and eight case studies -- Monashee, Dean River, Comox, Nanaimo, North Vancouver, Sooke, Victoria, and West Vancouver. Findings are that Crown grants exclude land within 100 m of watercourses. Dedication is most effective upon subdivision because it gives municipalities great control over property. Zoning bylaws, statutory rights of way and restrictive covenants are used upon development. Riparian strips are not effective at sustaining riparian environments except when continuous public access to the water ...
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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 | 0.002 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".