Fisheries and Oceans Ptkhes at Oceans
Bibliographic record
Abstract
The e report contain cientific and technical information that repre ent an important contribution to e i ting no ledge but which for orne rea on rna not be appropriate for primary scientific (i.e. Journal) publication. Technical Reports are directed primaril toward a orld ide audience and ha e an international di tribution. 0 re triction i placed on ubject matter and the erie reflect the broad intere t and policie of the Department of Fi herie and Ocean, namel fi herie management technolog and de elopment. ocean cience and aquatic en ironment rele ant to Canada. Technical Report rna ' be cited a full publication. The correct citation appear abo e the ab tract of each report. Each report ill be ab tracted in Aquatic Sciences and Fi herie Ab tract and ill be indexed annuall in the Department ' inde to cientific and technical publication. umber 1-456 in thi erie ere i ued a Technical Report of the Fi herie
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.360 | 0.196 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".