Restoration of Salt Marsh Habitat Using Engineered Barrier Islands
Bibliographic record
Abstract
Many estuaries and intertidal areas on the west coast of North America have documented significant loss of salt marsh habitat over the past 100 years. British Columbia has 442 major estuaries and many more minor estuaries that have been impacted by agricultural activities, shoreline located industry and waterfront land development. The Comox Valley Project Watershed Society (CVPW) has formed a team of professional and volunteer members from the Comox Valley on Vancouver Island, British Columbia to address this serious impact. CVPW has bio-engineered a salt marsh island prototype that creates more edge habitat and intertidal channels than standard salt marsh bench restoration techniques. CVPW, in partnership with the local community, planted the newly created salt marsh habitat with indigenous salt marsh plants focusing on those that create dense cover and have stabilizing root systems. The islands were built at a specific elevation to support the plants and armoured to protect from wave action and storm surges. Community involvement in the project has brought new awareness to the ecological importance of salt marsh habitat.
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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 | 0.000 | 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 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".