Bibliographic record
Abstract
Galumna sp. Geographic Location and Habitats: AK: Fairbanks region (Behan 1978a); NT: MacKenzie Delta subarctic and arctic (Behan 1978a); AB: Dinosaur PP; Moose Pasture Research Site (Walter et al. 2014); ABMI Sites (4 spp.) (Walter et al. 2014); 35 km north of Fort McMurray (as sp. 1 DEW) (McAdams et al. 2018); ON: Lake Superior, Granite Is., Black Bay, ring-billed gull nests (Freitag & Ryder 1973); Sudbury, white birch and Trembling aspen (St. John et al. 2002); QC: Mont Tremblant (Behan et al. 1978); Gatineau (Matthewman & Pielou 1968); Mirabel municipality south of Belle-Rivière (Tousignant et al. 1988); NB: Maritime Lowlands (Behan-Pelletier 2010); NS: Cape Breton Highlands NP (Behan-Pelletier 2010; Behan- Pelletier et al. 1987). Genus Pergalumna Grandjean, 1936
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.029 | 0.008 |
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".