Bibliographic record
Abstract
Yessotoxin, a disulfated polyether, was rst reported as a contaminant of the scallop, Patinopecten yessoensis, in Japan in 1987 [1]. Since then, yessotoxin has been identi ed in shell sh from Norway [2], Chile [3], New Zealand [3], the United Kingdom [4], Canada [5], Russia [6], and Italy [7]. The levels in shell sh may be high, with concentrations up to several mg/kg edible tissue being reported [8-11]. Yessotoxin in shell sh results from ingestion of certain algae. Protoceratium reticulatum was the rst species found to produce this substance [12], although more recent studies have shown that yessotoxin is also produced by the closely related species Lingulodinium polyedrum [13,14] and Gonyaulax spinifera [15]. Algae producing yessotoxin have been found not only in countries in which contamination of shell sh with this material has been reported, but also in organisms from Spain and the United States [14].
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 | 0.000 | 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) | 0.071 | 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".