Parasites and Pathogens of Fish from Devils Lake, Sheyenne River, Red River and the Red River Delta. Report for the Fall 2006 Program
Bibliographic record
Abstract
SUMMARY OF 2006 RESULTS • Fish from all sites in Canada and USA did not show clinical signs of disease from bacteria • No evidence of viral infection in USA; 2 of 60 walleye from Canada with a common skin cancer and 1/60 with an iridovirsus. • Nine parasites detected in Devils Lake; 28 in Red River Delta. • Two parasite taxa found in Devils Lake, Gyrodactylus hoffmani and Epistylis sp. have not yet been detected downstream in Canada or USA. • A foreign and invasive parasite, the Asian tapeworm, has recently colonized the Red River Delta from an unknown source. • Histopathology of fish from the Red River Delta show evidence of a wide variety of parasite induced lesions on a variety of tissues, as would be expected. However, a relatively high incidence of lesions in the heart of walleye is of concern. • Whirling disease was not detected in Lake Whitefish collected from Lake Winnipeg.
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 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 | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.002 | 0.001 |
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".