Correlation of <i>Kudoa</i> Spore Counts with Proteolytic Activity and Texture of Fish Mince from Pacific Hake ( <i>Merluccius productus</i> )
Bibliographic record
Abstract
Sixteen batches of fish mince prepared using fillets from Pacific hake (Merluccius productus) harvested near Vancouver Island, Canada were studied for possible correlations of Kudoa spore counts with proteolytic activity and cooked texture. The fish were mainly infected by K. paniformis, and Kudoa spores were distributed throughout 7 sampling sites on 13 individual hake fish tested. Proteolytic activity of fish homogenate was optimum within the range of pH 5.25–5.50 and 52–55°C. Significant (p < 0.05) correlations were observed among fish mince K. paniformis spore counts, endogenous proteolytic activity, cooked texture measured as maximum compression force (g), and the change in free amino groups during autolysis.
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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 | 0.001 | 0.000 |
| 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) | 0.001 | 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".