Bibliographic record
Abstract
Northeast drift gillnet II Any species U.S./Canada border to Long Island, NY, at 72 ° 30 ' W long., south to VA/NC border & east to the EEZ. Includes any residual large pelagic driftnet effort in New England. Chesapeake Bay inshore gillnet II Any species Between the Chesapeake Bay/Bridge Tunnel & mainland Mid‐Atlantic gillnet I Any species West of 72 ° 30 ' W long., south to VA/NC border, east to the EEZ & north of the NC/SC border. Includes any residual large pelagic driftnet effort in the Mid‐Atlantic; any shark & dogfish gillnet effort, & all NC beach‐anchored gillnets fished in the manner of a seine targeting species such as weakfish, speckled trout, & spot, excluding the Atlantic Ocean striped bass beach seine fishery. North Carolina inshore gillnet II Any species Inshore of the COLREGS lines in NC Southeast Atlantic gillnet II Any species Waters south of a line extending east from the NC/SC border to the EEZ, & south & & east of the fishery management council demarcation line between the Atlantic Ocean/Gulf of Mexico. Excludes shark gillnetting effort using 5‐inch or greater stretched mesh south of the SC/GA border. Southeastern U.S. Atlantic shark gillnet II Sharks Waters south of line extending east from the SC/GA border to the EEZ. ( ≥ 5 inch stretched mesh) Gulf of Mexico gillnet II Any species Waters west of fishery management council demarcation line between the Atlantic Ocean/Gulf of Mexico & north
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.801 | 0.685 |
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; the direct Gemma label and the distilled Codex classifier 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".