A list of the bee genus Lasioglossum from Yakushima Island (Hymenoptera, Halictidae)
Bibliographic record
Abstract
Yakushima Island belongs to the Osumi Islands, Northern Ryukyus, Japan. A list of members of the bee genus Lasioglossum from this island presented in this paper is based on 1,002 specimens collected by Iku- dome (1982–1983) and Yumoto (1985–1986) in addi- tion to data from the literature after Ikudome (1999). A total of 29 species is recorded, five species of which, L. hoffmanni, L. metis, L. pallilomum, L. politum pekin- gense and L. sulcatulum longifacies, are new to this is- land. In the point of view of distributional categories, two species, L. smilodon and L. yakushimense, appear to be endemic, and the wide-ranging species (Palearc- tic and Oriental regions) is only one, L. villosulum. The remainder are Palearctic species; none from the Oriental region is represented.
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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 | 0.004 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.019 | 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".