Note about the presence of the lumpsucker Cyclopterus lumpus (Teleostei, Cyclopteridae) in Galician waters (NW Spain)
Bibliographic record
Abstract
The lumpsucker Cyclopterus lumpus Linnaeus, 1758 (Osteichthyes: Cyclopteridae) is a pelagic and solitary species distributed on both North Atlantic Ocean coasts: in the western Atlantic northward from Cape Cod (Massachusetts, USA) to Newfoundland (Canada) and in the eastern Atlantic from the south of Portugal (Vasconcelos et al., 2004) to Greenland as well as to Spitsbergen (Norway) (Holst, 1993) and the Nova Zemlya islands (Russia) in the Arctic Ocean, in addition to an unusual record in the Mediterranean (Dulcic and Golani, 2006).C. lumpus is the target of a substantial number of fisheries in several North Atlantic countries that market the roe as lumpfish caviar.The spawning behaviour and curious parental care of this species is well-known.Lumpfish migrate from the open ocean toward shallow coastal waters during the spawning season.Females lay eggs that adhere to rocks in the seaweed beds.After spawning the females leave the area, while the males look after the eggs until they are hatched (Daborn and Gregory, 1983;Davenport, 1985).Because the geographical distribution of the lumpsucker is preferably colder waters, their abundance and biology in southern Europe are poorly known.Their presence in Galician waters was documented in 1988 (Solo´rzano et al., 1988), but they were also known prior to this time.The Museum Luis
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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".