Marbled murrelet nesting habitat conservation plan for the Nimpkish
Bibliographic record
Abstract
Abstract: Canadian Forest Products Ltd.’s Tree Farm Licence (TFL) 37 is within the marbled murrelet’s (Brachyramphus marmoratus) nesting range on Vancouver Island, British Columbia. Suitable nesting habitat on west and north Vancouver Island is generally considered to occur within forests that are> 250 years old,> 28.5 m tall, < 900 m elevation, and < 30 km from saltwater. The Nimpkish Defined Forest Area, which includes TFL 37, is certified under the national Sustainable Forest Management System standard (CAN/CSA-Z809-96). One component of this standard is that a public advisory group representing local interests must be formed and maintained to guide the certification process. The Nimpkish Woodlands Advisory Group was formed and identified values, objectives, indicators, and targets of sustainable forest management within the Nimpkish Defined Forest Area. A quantifiable indicator of sustainable forest management identified by the group was the amount of area maintained as marbled murrelet nesting habitat. As a result, Canadian Forest Products Ltd. invested significant resources over four years to collect data to develop a science-based conservation plan for marbled murrelet habitat. The management objective of the plan is to ensure that sufficient habitat (based on population size) is maintained over time and space in the Nimpkish Defined Forest Area to ensure
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".