R.R.S. Charles Darwin Cruise 159, 1st-30th July 2004, Fairlie, Scotland to St. John's, Newfoundland. For the RAPID Climate Change Research Programme of NERC under grant NER/T/S/2002/00436
Bibliographic record
Abstract
Cruise Charles Darwin 159 was primarily devoted to coring with ancillary CTD work in the North Atlantic between Scotland and Newfoundland. The sampling program was most successful, due to unusually good weather in July (1-30, 2004), recovering 30 box cores, 19 piston cores, 6 kasten cores, 9 other short gravity cores and 20 CTD casts as well as 28 surface water samples for trace metals, 28 for plankton and isotopes, and 20 filtered for foraminifera. It was undertaken in support of the NERC RAPID Climate Change programme. Objectives are to generate palaeoceanographic records of hydrographic changes (temperature, salinity, nutrients, flow speed) associated with sharp climate transitions of the last 16 ka seen in the Greenland ice cores. Samples and CTD casts were also taken at sites of former current meter deployments to calibrate proxies for flow speed and other hydrographic variables. Sampled areas were north of Rockall, S. Iceland slope and rise, Gardar Drift, S.E. Greenland margin, Eirik Drift, and Hamilton Spur and Orphan Spur off Labrador.
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How this classification was reachedexpand
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".