Bibliographic record
Abstract
* Eumicrotremus spinosus (Fabricius, 1776). Atlantic Spiny Lumpsucker.To about 14 cm (5.5 in)TL (Mecklenburg et al. 2018). Near Alaska in eastern Beaufort Sea off Canada at Mackenzie River Delta (Mecklenburg et al. 2016) to Greenland and western Atlantic to Cape Cod; eastern North Atlantic, Kara and Barents seas, and Novaya Zemlya (Mecklenburg et al. 2002). Depth: 5–930 m (16–2,983 ft) (min.: Scott and Scott 1988; max.: Andriashev 1954); adults typically at 60–200 m (197–656 ft) (Andriashev 1954). Eumicrotremus eggvinii Koefoed, 1956 is a synonym, originally based on spawning males of Eumicrotremus spinosus (Byrkiedal et al. 2007, Voskoboinikova and Balanov 2019). Historical confusion between this species and E. eggvinii, Eumicrotrema derjugini Popov, 1926, and Eumicrotremus terraenovae Myers and Böhlke, 1950 means that it is difficult to parse out valid capture data.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.016 | 0.005 |
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".