UBC Institute of Fisheries Field Record B.C. 60-26b
Bibliographic record
Abstract
C6 Urotrygon asterias? (Jordan & Gilbert) (1); C6 Rhinobatus leucorhynchus Gunther [handwritten note] 1 to U of Man (8); C6 Urotrygon mundus Gill (16); C6 Narcine entemedor Jordan & Starks (1); C30 Synodus scituliceps Jordan & Gilbert (2); C87 Sphaeroides lobatus (Steindachner) (2); C87 Balistes polylepis Steindachner (2); C50 Brachydeuterus axillaris (Steindachner) (2); C50 Brachydeuterus nitidus (Steindachner) (4); C50 Haemulon scudderii Gill (1); C50 Orthopristis chalceus Gunther (6); C49 Lutianus guttatus (Steindachner) (5); *[strikethrough] [dated Aug. '75, see reference on B.C. 60-26c] C45 Eucinostomus californiensis (Gill) (8); C24 Galeichthys dasycephalus (Gunther)(2); C28 Cypselurus bahiensis ? (Ranzani) (1); C49 Xenichthys xanti Gill (2); [strikethrough] C38 Bothus constellatus Jordan (series); C38 Paralichthys woolmani Jordan and Williams (1); C87 Sphaeroides sechurae? Hildebrand (3); to Nat. Mus. of Canada [strikethrough] C38 Cyclopsetta querna (Jordan & Bollman) (5 in Drum 18) (4); C38 Ancyclopsetta dentritica Gilbert (4); C38 Syacium ovale (Gunther) (series) [handwritten note] S. ovale (1) see next page; C10 Opisthonema bulleri Regan (1); C24 Felichthys panamensis (1)
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.504 | 0.366 |
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".