Moose (Alces alces) Wildlife Habitat Decision Aid
Bibliographic record
Abstract
In British Columbia, specific amounts of habitats critical for the winter survival of moose are maintained under the Forest Planning and Practices Regulation (FPPR) and protected under the Government Actions Regulation (GAR). Key habitat elements such as mineral licks and significant wallows, can be protected as a practice requirement under the FPPR as Wildlife Habitat Features. Other seasonal habitat elements, such as buffers on wetlands and riparian reserve areas receive limited protection under these statutes and are protected to varying degrees across the range of the species. A number of land use plans have made recommendations for maintenance of moose habitat. A complete list of these plans can be found at http://ilmb.gov.bc.ca/category/subject-area/strategic-land-use-planning . This Wildlife Habitat Decision Aid (WHDA) summarizes key seasonal habitat elements and provides information for land and resource managers to consider when addressing the seasonal habitat requirements for moose in managed forest areas.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.048 | 0.008 |
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".