Bibliographic record
Abstract
Bombus (Bombus) lucorum (LINNAEUS 1761) Abb. von 3 und ♀ bei HAGENS 1988: 145. Transpaläarktisch, in Finnland bis N69 °, in Südeuropa vom Kantabrischen Gebirge, Pyrenäen, Apennin, Balkan und griechische Gebirge, quer durch Asien, südlich bis Pakistan, Nord-Indien, Tibet, Nord-Burma, bis zum Pazifik, einschliesslich Sachalin und Kamtschatka. Die Angaben von Bombus lucorum für die Nearktis bei HURD, von Alaska, Yukon, Northwest Territories, British Columbia und Alberta dürften sich auf B. cryptarum (FABRICIUS 1775) beziehen. " Bombus lucorum s.l. ist indigen im Westen Nordamerikas. Da der B. lucorum -Komplex wenig verstanden ist, besonders in Asien, ist der Status der nordamerikanischen Populationen nicht abschliessend geklärt. Erste genetische Untersuchungen der mitochondrialen COI weisen jedoch darauf hin, dass die nordamerikanische Population zu B. cryptarum gehört. Damit wäre diese Art nahezu circumpolar verbreitet" (Williams, brieflich).
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.012 | 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".