Canadian Meteorological and Oceanographic Society SCMO-ii- CMOS Bulletin SCMO
Bibliographic record
Abstract
Cover page: The cover page picture illustrates the collection of expandable bathythermographs (XBTs) along the seismic survey tracks during the summer of 2007 on board of the RN Endeavor off the East Coast of Canada. The XBTs were taken at the most hydrographically interesting section defined by sea surface temperature satellite images and are shown by the white lines along the tracks. Both the seismic and XBT data will be used in the Reflection Ocean Seismic Experiment- ROSE. To learn more, please read the article on page 43. Page couverture: L’image de la page couverture illustre la collecte de bathythermographes largables (XBTs) le long des lignes de reconnaissance sismique durant l’été 2007 à bord du RN Endeavor opérant sur la côte Est du Canada. Les XBTs furent échantillonés aux sections les plus
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.008 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.219 | 0.064 |
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".