Factors affecting prevalence and distribution of Bitter Crab Disease in Newfoundland and Labrador snow crab (Chionoecetes opilio) : an investigation toward formulating fishery management strategies
Bibliographic record
Abstract
This report is submitted to partially satisfy the requirements for completion of the Master of Marine Studies in Fisheries Resource Management Programme at the Fisheries and Marine Institute of Memorial University of Newfoundland. As such, all statements and intellectual property contained herein are the responsibility of the author. -- The report focuses on Bitter Crab Disease (BCD) in Newfoundland and Labrador snow crab (Chionoecetes opilio). Specifically, it investigates potential factors affecting prevalence and distribution of the disease toward formulating effective fisheries management strategies to deal with it. The report entails a review of snow crab biology, an overview of the Newfoundland and Labrador snow crab fishery, a literature review of BCD, and original research investigating prevalence and patterns of BCD in snow crab in coastal bays along the northeast coast of Newfoundland.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".