Fisheries Management Of The Snow Crab, Chionoecetes Opilio, Off Kyoto Prefecture In The Western Sea Of Japan, With Emphasis On Its Resource Recovery
Bibliographic record
Abstract
The snow crab, Chionoecetes opilio is a subarctic species commonly found in the northwestern Atlantic the northern Pacific, the Bering Sea, the Arctic Ocean and the Sea of Japan. The history of snow crab fisheries and advancement of biological knowledge on snow crab in eastern Canada is reviewed. The snow crab fishery has grown steadily to become the economic mainstay of a number of regions on Canada's Atlantic coast. The original description of life cycle of snow crab in the northwestern Atlantic was updated based on the current biological knowledge of the species, especially since the publication of the existence of a terminal molt in male snow crab by Conan & Comeau. Recent advancement on snow crab biology revealed their complex mating system and shed some light onto the possible process of male only harvesting towards over-fishing by alternation of population reproductive potential. Keywords: Chionoecetes opilio ; eastern Canada; northwestern Atlantic; snow crab fisheries
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".