Bibliographic record
Abstract
Report on ICES sponsored symposia held in 2014: The Second Fishery Dependent Information (FDI) Symposium; held 3–6 March 2014, in Rome, Italy. ICES/PICES Symposium on "Ecological basis of risk analysis for marine ecosystems"; held 2–4 June 2014, in Porvoo, Finland. Symposium on “Effects of fishing on benthic fauna and habitat: Change in ecosystem composition and functioning in response to fishing intensity, gear type and discard”; held 17–19 June 2014, in Tromsø, Norway. International Eel Symposium 2014: Are the eels climbing back up the slippery slope?; held 17–21 August 2014, in Quebec City, Canada. Johan Hjort Symposium on Recruitment Dynamics and Stock Variability; held 7–9 October 2014, in Bergen, Norway. The Fifth International Otolith Symposium 2014; held 20–24 October 2014, in Palma de Mallorca, Spain. PICES Meeting 2014 BIO/MEQ Topic Session (S3) "Tipping points: defining reference points for ecological indicators of multiple stressors in coastal and marine ecosystems"; held 21 October 2014, in Yeosu, Korea. PICES Meeting 2014 BIO/MEQ Topic Session (S8) "Marine debris in the Ocean: Sources, transport, fate and effects of marine Litter"; held 23 October 2014, in Yeosu, Korea. PICES Meeting 2014 FIS Topic Session (S5) "Ecosystem considerations in fishery management of cod and other im-portant demersal species"; held 22–23 October 2014, in Yeosu, Korea. PICES Meeting 2014 POC/MONITOR Topic Session (S9) "Variability in advection and its biological consequences for Subarctic and Arctic ecosystems"; held 23 October 2014, Yeosu, Korea.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.508 | 0.405 |
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".