Bibliographic record
Abstract
Cepheus corae Jacot, 1928 Geographic Location: AK: Fairbanks, Fort Richardson; Anchorage (Hammer 1955a); Brooks Range; Fairbanks Region (Behan 1978a); YT: Richardson Mtns; Ogilvie Mtns; Yukon Tintina (Behan-Pelletier 1997b); BC: Interior (Battigelli et al. 2004); Walbran Valley (Lindo et al. 2008; Lindo 2010); AB: EMEND Site (Lindo & Visser 2004); QC: Abitibi (Déchêne & Buddle 2009, 2010); Timmins 54°60’N, 67°00’W (Behan 1978a); Gatineau Park (Pielou 1966; Pielou & Verma 1968); Mont Tremblant (Behan et al. 1978); Morgan Arboretum (Marshall 1968; Sylvain & Buddle 2010); St-Paulin (Doblas-Miranda et al. 2014); NL: between Corner Brook and Little Grand Lake (Dwyer et al. 1997, 1998). Habitats: boreal and temperate forest litter including Western redcedar, beech, Black spruce; Balsam fir forests; Polyporus bracket fungi. Distribution: Nearctic.
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 | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.017 | 0.003 |
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".