Scallop buffer zones (SFA 21, 22, 24) marine refuges in the southern Gulf of St. Lawrence, Canada : a scientific overview of the environment and ecosystem
Bibliographic record
Abstract
The Scallop Buffer Zones (SBZs) marine refuges, located within Scallop Fishing Areas 21, 22, and 24, were recognized as marine conservation areas in 2017 to protect juvenile American Lobster (Homarus americanus) and its habitat in the southern Gulf of St. Lawrence. The SBZs are also important habitat for additional biodiversity conservation benefit species of interest such as spawning Atlantic Herring (Clupea harengus), while SBZ 22 contains a Lady Crab (Ovalipes ocellatus) population isolated from its southern range, and one of the only remaining summering areas for an endangered population of Winter Skate (Leucoraja ocellata) in the Gulf of St. Lawrence. This document provides an overview of the physical features and ecology of the fish and benthic invertebrate populations found within the SBZs, and provides a summary of previous research conducted within the marine refuges as well as uncovered data gaps.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 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".