Effects of environmental variability and change on cephalopod populations: an Introduction to the CIAC '09 Symposium special issue
Bibliographic record
Abstract
Abstract Rodhouse, P. G. 2010 Effects of environmental variability and change on cephalopod populations: an Introduction to the CIAC '09 Symposium special issue. – ICES Journal of Marine Science, 67: 1311–1313. This manuscript was produced as an introduction to this publication emanating from CIAC '09, the recent triennial symposium of the Cephalopod International Advisory Council. Given the importance of one of its themes to marine ecosystem science, as stated in the title, it also reviews current understanding of how cephalopod populations interact with and respond to their environment. The coleoid cephalopods have evolved to be pre-eminent ecological opportunists, so in an ocean environment which is changing and predicted to become more variable, these molluscs, which successfully survived the massive environmental change in the Cretaceous–Tertiary Boundary, will be worth watching.
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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) | 0.002 | 0.002 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.023 | 0.008 |
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".