UBC Institute of Fisheries Field Record B.C. 60-513
Bibliographic record
Abstract
C31 Sphagebranchus selachops (Jordan & Gilbert) (series); C71 Gillelus arenicola (series); C31 Caecula selachops [handwritten note] NMC (2); C76 Chaenopsidae (series); C76 Ophioblennius steindachneri (series); C60 Cirrhitus rivulatus (7); C76 Entomacrodus chiostictus (series); C76 Blenniolus brevipinnis (14); C60 Cirrhitichthys coralicola (9); C75 Trypterygiidae (series); [handwritten note in margin:] Sent to Nat. Mus. of Canada [strikethrough] C72 Astroscopus zephyreus Tag A4959 Drum 2 (1); C75 Axoclinus walkeri (series); C75 Labrisomus multiporosus (1); C75 Labrisomus striatus (1); C76 Axoclinus carminalis (series); C75 Malacoctenus afuerae multipunctatus (9); C75 Paraclinus mexicanus (1); C75 Enneanectes sexmaculatus (12); C75 Malacoctenus zacae (7); C71 Dactyloscopus pectoralis (8); 18.9.74 - C71 Myxodagnus opercularis (12); July 75 - C71 Dactyloscopus fimbriatus elongatus (3); July 75 - C71 Dactyloscopus byersi heraldi n. ssp. (3)
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 | 0.004 | 0.007 |
| 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) | 0.511 | 0.369 |
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".