Visceral Nodular Cartilaginous Metaplasia in Rockfishes ( <i>Sebastes</i> Spp.) in the Eastern North Pacific Ocean
Bibliographic record
Abstract
Multiple, discrete, nodular foci of cartilaginous metaplasia were found in the spleens and kidneys of rockfishes taken from the northeastern Pacific Ocean during a survey to determine the incidence and the nature of diseases in these animals. These nodules sometimes occurred in association with granulomatous inflammation and distinct granulomas. Many of these fish were infected by Ichythophonus spp. or acid-fact bacteria (presumably Mycobacteria spp.). Some of the metaplastic foci contained encapsulated accumulations of eosinophilic vesicles and basophilic granular debris, described by other authors as "cysts of unknown etiology," which have been observed at different sites in a variety of temperate and tropical fish species.
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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 | 0.000 | 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 | 0.000 | 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) | 0.000 | 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".