Oh the places you'll go! CCOM-JHC Student Research Experiences
Bibliographic record
Abstract
Chris Englert USCGC Healy WAGB-20 Healy 1202 for UNCLOS Extended Continental Shelf conducted north of Chukchi Cap Garrett Mitchell R/V Thomas Thompson NEPTUNE Canada cruise off the coast of British Columbia Briana Welton R/V Atlantis AT-22 Canada-U.S. Joint UNCLOS Mapping Cruise in the North Atlantic Matt Wilson NOAA Ship Pisces Cruise PC-12-04 conducted off Cape Lookout/Cape Hatteras, NC Lindsay McKenna River Mouth and Inlet Dynamics Experiment using the CBASS in New River Inlet, NChr Christy Fandel NOAA Ship Ron Brown Cruise RB 12-02 along the Atlantic Margin off the coast of Charleston, SC Garrett Mitchell E/V Nautilus Exploring the Eratosthenes Seamount in the Eastern Mediterranean off of Cyprus Lindsay McKenna E/V Nautilus Exploring the Anaximander Mountains in the Eastern Mediterranean off the southern coast of Turkey
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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.010 | 0.002 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.002 | 0.013 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.443 | 0.251 |
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".