University of British Columbia - Spencer Entomological Collection (UBCZ) from University of British Columbia
Bibliographic record
Abstract
Over half a million pinned specimens, 75,000 alcohol-preserved specimens and 25,000 specimens on slides showcase BC and the Yukon’s spectacular insect diversity. Past collectors’ particular projects have shaped the collection, and have resulted in particularly strong holdings of Hemiptera (true bugs), Odonata (dragonflies and damselflies), Siphonaptera (fleas) and Anoplura and Mallophaga (lice). The collection has also been enriched by the following notable holdings: Downes Hemiptera (true bugs) Foxlee Diptera (true flies) and Hymenoptera (bees and wasps) Llwewllyn Jones Lepidoptera (butterflies) Scudder Hemiptera (true bugs) Stace-Smith Coleoptera (beetles) The Collection also includes an extensive library of entomological literature, ranging from insect taxonomy, biology, and habitat to pest control. It includes over 350 books, 8000 reprints, and 20 series of unbound journals.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.009 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.307 | 0.112 |
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".