Partial pressure (or fugacity) of carbon dioxide, salinity and other variables collected from Surface underway observations using Barometric pressure sensor, Carbon dioxide (CO2) gas analyzer and other instruments from Atlantic Companion in the Inner Sea - West Coast Scotland, Irish Sea and St. George's Channel and others from 2012-03-17 to 2012-12-06 (NCEI Accession 0157280)
Bibliographic record
Abstract
This dataset includes Surface underway, chemical, meteorological and physical data collected from Atlantic Companion in the Inner Sea - West Coast Scotland, Irish Sea and St. George's Channel, Labrador Sea and North Atlantic Ocean from 2012-03-17 to 2012-12-06. These data include BAROMETRIC PRESSURE, Partial pressure (or fugacity) of carbon dioxide - atmosphere, Partial pressure (or fugacity) of carbon dioxide - water, SALINITY and SEA SURFACE TEMPERATURE. The instruments used to collect these data include Barometric pressure sensor, Carbon dioxide (CO2) gas analyzer, Shower head chamber equilibrator for autonomous carbon dioxide (CO2) measurement and thermosalinographs. These data were collected by Arne Körtzinger, Meike Becker, and Tobias Steinhoff of GEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel, Germany as part of the VOS_Atlantic_Companion_Line_2012_COM12-05, VOS_Atlantic_Companion_Line_2012_COM12-06, VOS_Atlantic_Companion_Line_2012_COM12-09, VOS_Atlantic_Companion_Line_2012_COM12_07, VOS_Atlantic_Companion_Line_2012_COM12_08, VOS_Atlantic_Companion_Line_2012_COM12_11, VOS_Atlantic_Companion_Line_2012_COM12_12, VOS_Atlantic_Companion_Line_2012_COM12_13, VOS_Atlantic_Companion_Line_2012_COM12_16, VOS_Atlantic_Companion_Line_2012_COM12_17, VOS_Atlantic_Companion_Line_2012_COM12_18 and VOS_Atlantic_Companion_Line_2012_COM12_20 dataset. CDIAC associated the following cruise ID(s) with this dataset: 77CN20120317, 77CN20120406, 77CN20120419, 77CN20120508, 77CN20120525, 77CN20120629, 77CN20120716, 77CN20120730, 77CN20120923, 77CN20121008, 77CN20121026 and 77CN20121129
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 0.020 |
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".