Bibliographic record
Abstract
Family Sebastidae Helicolenus dactylopterus (Delaroche, 1809) —Blackbelly rosefish 2 specimens were caught at depths between 704 and 869 m. Only one individual of 37 cm TL was measured. Habitat and Distribution: bathydemersal in soft bottom areas of the continental shelf and upper slope, at depth range 50–1,100 m, usually 150– 600 m. Western Atlantic, from Canada to Venezuela and eastern Atlantic, from Iceland and Norway to South Africa and in the Mediterranean Sea. Vulnerability: DD (IUCN), MHV (FishBase). Trachyscorpia cristulata echinata (Koehler, 1896) —Spiny scorpionfish 1,105 specimens were caught at depths between 709 and 1,323 m. Length data were available for 267 specimens ranging from 12 to 50 cm TL (37.4±8.7). Biometry and meristic: 4 specimens, 392–506 mm TL, 336– 418 mm SL; HL: 43.6–47.1; PO: 11.2–14.4; POL: 23.2–24.5; ED: 8.9–10.1; IOW: 4.7–5.5; PD: 33.5–41.1; LD: 46.7–50.3; PA: 68.7–74.2; LA: 11.2–13.2; PP: 42.9–44.3; PV: 39.3–41.8; LP: 21.3–24.9; LV: 14.4–17.6; H: 29.9– 32.5; D: XII+9; A: III+5; P: 20–21; V: I+5; Gr: 6+12–13. Habitat and Distribution: bathydemersal on muddy and sandy bottoms between 200 and 2,500 m. Eastern Atlantic, from Ireland to Senegal, Mid-Atlantic Ridge and in the Mediterranean Sea. Vulnerability: DD (IUCN), HHV (FishBase).
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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.104 | 0.042 |
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".