Biophysical and ecological overview of the offshore Haida Gwaii network zones
Bibliographic record
Abstract
The Offshore Haida Gwaii Network Zones were delineated as part of the Northern Shelf Bioregion Marine Protected Area (MPA) Network planning process and represent candidate areas of importance to protect by the network partners (Canada, Province of British Columbia (BC), Council of the Haida Nation and 14 other First Nations in BC). This Biophysical and Ecological Overview summarizes the knowledge and existing data available on the ecosystems present within seven offshore zones in close proximity to X̲aadáa Gwáay X̲aaydaɢ̲a Gwaay.yaay Haida Gwaii to inform the potential creation of a marine protected area. The report summarizes the physical and biological oceanography, ecological diversity, human use, and conservation value of the seven zones that make up the Offshore Haida Gwaii Network Zones. It additionally synthesizes the available knowledge to highlight known and potential connectivity among zones within the Offshore Haida Gwaii Network Zones, as well as the contributions of the zones to the whole proposed Marine Protected Area Networks for the Northern Shelf Bioregion. Data presented in this report incorporate information gathered in the data compilation step of the MPA network planning process, in addition to regionally specific data and knowledge. The information came from annual research surveys, expert opinion, ecological and oceanographic model outputs, published literature, and Haida knowledge. Key ecosystem components described within the report include complex benthic terrain, rocky outcrops, seamounts and mud volcanoes, and high taxonomic diversity, including invertebrates, groundfishes, elasmobranchs, X̲edíit Siigaay x̲idid marine birds and mammals. Furthermore, the report includes a synopsis of some predicted changes in the region under two climate change scenarios. The information presented and referenced here can also inform the development of research, management and monitoring plans should the zones be established as Marine Protected Areas under Canada’s Oceans Act.
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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 | 0.002 | 0.005 |
| 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) | 0.003 | 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".