Seafood from Catch and Aquaculture for a Sustainable Supply
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
For the fist time, the WEFTA Annual Meeting takes place in Italy, at Firenze on September 17th to 19th, 2008. The WEFTA 2008 theme is "Seafood from Catch and Aquaculture for a Sustainable Supply". WEFTA 2008 aims the gathering of international researchers, scientists and technicians, as well as professionals from seafood Industry, particularly involved in research and development, quality control and management for a three-day conference involving scientific and technical presentations, discussion and social contacts. The book of abstracts contains the 117 full and short abstracts of the communications presented in this 38th WEFTA Annual Meeting by scientists coming from several European Countries but also from USA, Canada, Brazil and Japan, able to give up-to-date information of great interest, useful for the development of scientific knowledge in much of the seafood issues.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it