Seasonality of Plankton on the Newfoundland Grand Banks
Bibliographic record
Abstract
Nous avons examiné le moment d’occurrence des périodes de production du plancton à partir des données du CPR (Continuous\tPlankton Recorder) qui ont été récoltées sur les Grands Bancs de Terre-Neuve entre 1961 et 003. Ces données montrent que le cycle saisonnier du plancton sur les Grands Bancs de Terre-Neuve se caractérise par une stabilité relative pour une variété importante de taxons et de niveaux trophiques. Ces résultats sont en contraste avec les patrons observés dans le nord-est de l’Atlantique et sur plateau Néo-Écossais. Les résultats obtenus dans la partie centrale de la mer du Nord et le plateau Néo-Écossais indiquent en effet que plusieurs taxons montrent une période de production plus hâtive de nos jours qu’au cours des dernières décades. Le temps d’occurrence plus hâtif de la période de production du
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.000 |
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 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".