Conversion of the Canadian Juvenile (Yankee trawl) Groundfish Survey Time Series for Yellowtail Flounder on the Grand Bank, NAFO Divisions 3LNO, into Campelen Trawl Units by
Bibliographic record
Abstract
Conversion of the Canadian juvenile (Yankee trawl) groundfish survey time series for yellowtail flounder on the Grand Bank, NAFO Divisions 3LNO, into Campelen trawl units. In 1998, Conversion of yellowtail flounder indices from the Canadian 1985-1994 fall juvenile groundfish surveys of the Grand Bank was based on the 1996 comparative fishing trials of the Yankee shrimp trawl and the Campelen shrimp trawl. STACFIS in 1998 reviewed the results of the comparative fishing and recommended that ‘conversion factors be derived for re-calculating the Yankee trawl survey time series into Campelen trawl units’. When the catch at length was adjusted for differences in swept area, i.e., 30 minute Yankee tow vs. 15 minute Campelen tow of the two trawls the analyses showed no difference in length selection and catching efficiency of the two trawls. Conversion of the time series from Yankee trawl units into Campelen trawl units was based solely on adjustment for the difference in swept area of the two trawls.
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 | 0.001 | 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 | 0.001 |
| Open science | 0.001 | 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".