Ocean Circulation and Climate—Observing and Modelling the Global Ocean
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
The World Ocean Circulation Experiment (WOCE) began with the goals of developing models and collecting the oceanographic data necessary to predict and monitor climate change. Early discussions of WOCE started in the late 1970s, and a full observational and modeling plan was gradually formulated over the course of the 1980s. WOCE seagoing work carried out in the 1990s spanned the global ocean, taking oceanographers to some of the most distant parts of the ocean to complete long hydrographic lines and deploy instruments. Satellite altimetry was also included in the plan, and the TOPEX/Poseidon altimeter was launched in 1992. In 1998, several hundred oceanographers gathered in Halifax, Canada, at a conference marking the end of the fieldwork phase of WOCE and the beginning of the analysis, interpretation, and modeling phase. Ocean Circulation and Climate—Observing and Modelling the Global Ocean had its genesis in that conference.
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) | 0.000 | 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 | 0.000 | 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