UBC Institute of Fisheries Field Record B.C. 63-57
Bibliographic record
Abstract
C86 Acanthurus glaucopareius (1); C55 Pomacentrus leucorus (3); C58 Kyphosus elegans (1); C55 Pomacentrus rectifraenum (2); C40 Apogon atricaudus (7); C40 Paranthias colonus (7); C58 Holocanthus passer (1); C86 Acanthurus triostegus (1); [strikethrough] C46 Caranx melampygius drum #5, plastic tags (1) [handwritten note] Sent to Nat Mus of Can; C55 Pomacentrus flavilatus [handwritten note] NMC (1); C55 Pomacentrus rectifraenum [handwritten note] NMC (10); C40 Epinephelus labriformis (2); C57 Holochoeres sp. (1); C57 Pseudojulis notospilus[?] (4); C40 Dermatolipis punctata (1); C86 Acanthurus aliala (1); C57 Bodianus diplotaenia (1); C76 Rupiscartes atlanticus (1); C86 Xesurus clarius (1); [strikethrough] C87 Cantherines carolae Drum #6 Downstairs (1) [handwritten note] Nat Mus of Canada; C40 Dermatolepis punctata " " "[Drum #6 Downstairs] (1); [entry struck thorugh:] C46 Caranx lugubris (1 in Drum 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) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| 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) | 0.494 | 0.343 |
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".