The effect of mitigation strategies for the clubbed tunicate Styela clava on mussel collectors
Bibliographic record
Abstract
The culture of the blue mussel Mytilus edulis in Prince Edward Island (PEI) began in the 1970's. Production has since increased, such that PEI produces 80% of Canada's cultured mussels and in 2004 accounted for over $36 million CND. Recently, an increase in fouling organisms has lead to a change in the culture methods used by mussel growers across PEI. The focus of this study is on two fouling organisms that have become pests in several mussel growing areas; the invasive solitary clubbed tunicate Styela clava and several algae species collectively referred to as macroalgae (identified as Cladophora, and Enteromorpha ). These are specifically devastating for the seed collection stage, and a primary objective of the mussel industry is to eradicate both with the application of one treatment.
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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 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 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".