MAR-ECO - Patterns and processes of the ecosystems of the northern mid-Atlantic: an international project under the Census of Marine Life \nprogramme
Bibliographic record
Abstract
GLOBEC is entering its final six years as a Core Program within IGBP.The years leading up to this point have been extremely successful with active national and regional programs in place and GLOBEC's important mission recognized throughout the oceanographic and fisheries scientific community.GLOBEC would not be where it is without Roger Harris' efforts -a combination of a great deal of hard work and perhaps a greater amount of tender care.As such, and on behalf of the community of marine scientists, I would like to thank Roger for his immense contribution to our field of study during his past two terms (1996)(1997)(1998)(1999)(2000)(2001)(2002) as Chairman of the GLOBEC Scientific Steering Committee (SSC).The coming years in GLOBEC will require attention on several fronts.One of the new opportunities will be to work alongside IGBP's "Ocean Biogeochemistry and Ecosystems Analysis Program".The Program completed a successful Open Science Meeting this past January in Paris.The meeting was marked by collegial and exciting discussions that, with all certainty, will lead to future close collaboration between the two programs as exemplified by the article of Hall et al. in IGBP Newsletter of June 2002 (see p.18 for an update).At the same time, the GLOBEC International Project Office (IPO) and SSC will have an extremely important role to play at the regional and national levels in the next years.As some of the programs enter a synthesis phase and as new programs emerge, the need for co-ordination by GLOBEC at this time is essential.The overall goal of GLOBEC includes the "… understanding of the structure and functioning of the global ocean ecosystem, and its major subsystems …" which is an undertaking of such magnitude that no national or regional program can achieve on its own.New national programs have recently been launched in Germany, Spain, Italy, Mexico, and others will launch soon.New regional programs are in the planning stages for sub-Arctic studies (the Ecosystem Studies of the Sub-Arctic Seas, ESSAS-GLOBEC) and for large pelagics (the Climate Impacts on Oceanic Top Predators, CLIOTOP-GLOBEC).ESSAS hopes to build on existing GLOBEC activities in the North Atlantic and the North Pacific, and formulate comparative studies with Southern
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 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".