Canada's Three Oceans (C3O) Shipboard Acoustic Dopper Current Profilers (SADCP) data collected from the Sir Wilfrid Laurier, Southern Chukchi Sea, 2011
Bibliographic record
Abstract
This dataset contains includes zooplankton and CTD data from the Sir Wilfrid Laurier cruise during July 2012. Data includes, order, taxonomy, length, and weight. Also included are CTD data from various DBO stations. Data includes unique key, institution, cruise number, ship ID, event #, station name, CTD cast #, project, year, month, day, local time, UTC offset, latitude degrees, latitude minutes, longitude degrees, longitude minutes, flow start, flow end, flowmeter serial, net diameter (m), volume filtered (m3), volMethod_no, net mesh (um), net type, start depth, finish depth, wire out, wire angle, bottom depth (m), and PI.
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 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.013 | 0.004 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.011 | 0.029 |
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".