Bibliographic record
Abstract
Sharp-beaked redfish (Sebastes spp.) are distributed widely in northeastern Grand Bank, NAFO Div. 3L, during all of the year. There appears to be a partial separation between northern and southern distribution in the vicinity of 47 ° 15'N for all but the third quarter of the year. They move westward along and up the continental slope between the second and third quarters then back easterly during the fourth and first. There may also be some movement between the northern part of the Division and more northern waters (Div. 3K) during the year. The redfish are distributed deepest during the second quarter, then they move into shallower waters in the third quarter before beginning to move deeper again in the fourth and first quarters. Females predominate at depths of 400-449 m during the first quarter and 250-349 m during the third. There is very little geographic separation of the sexes in the second and fourth quarters. The largest fish are generally found in intermediate depths, associated with bottom temperatures of about 2.0 ° to
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.175 | 0.136 |
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".