F I G U R E 1 in Morphological and metabarcoding dietary analysis of the cunner wrasse (Tautogolabrus adspersus) revealed significant regional variation, with large overlap between its common prey species and biofouling animals living on salmonid sea cages
Bibliographic record
Abstract
F I G U R E 1 Study sample site of all 14 locations throughout Atlantic Canada. Sample regions and their respective abbreviations were denoted as: Southwest Nova Scotia (SwNS, 44 N, 65 W; N = 30), Southcentral Nova Scotia (ScNS, 45 N, 61 W; N = 30), Cape Breton (CB, 46 N, 60 N; N = 30), Southern Newfoundland (SNL, 47.5 N, 56 W; N = 90) and Eastern Newfoundland (ENL, 47 N, 53 W; N = 25). Cape Breton was represented by (1) Main-a-dieu (MaD), (2) Englishtown (ET) and (3) North Sydney (NSy). Southwestern Nova Scotia was represented by (1) Newellton (NWT), (2) Lower Sandy Point (LSP) and (3) Dublin Shore Wharf (DSW). Southcentral Nova Scotia was represented by (1) Canso Fisherman's Wharf (CF), (2) Queensport (QP) and (3) Port Bickerton West (PBW). Southern Newfoundland was represented by four sample sites in (1) Hermitage Bay Wharf (HBW), (2) Bay D'Espoir (BDE), (3) Wreck Cove (WC) and (4) Pool's Cove (PC), whereas Eastern Newfoundland was represented by a single sample site at Bay Bulls (BB). A singular site (HBW) was sampled in two separate sample years (2019 and 2022).
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 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.023 | 0.003 |
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".