UBC Institute of Fisheries Field Record B.C. 63-684
Bibliographic record
Abstract
C66 Sarritor frenatus (1); C61 Sebastolobus alascanus (2); C61 Sebastodes aleutianus Drum #1 [strikethrough] Tank 16 (2); C33 Eleginus gracilis (4); C64 Malacocottus zonurus (1); C64 Myoxocephalus joak (3); C67 Careproctus spectrum (1); [handwritten note] Sent to National Museum of Canada; [strikethrough] C38 Platichthys stellatus (1 in Drum 17); C38 Limanda aspera (2 in Drum 17); C63 Anoplopoma fimbria (1 in Drum 17); C38 Lepidopsetta bilineata (1 in Drum 17); C61 Sebastolobus macrochir (1 in Drum 17)
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.001 | 0.000 |
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 teacher head, 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".