Revision of Eopelma Gibson (Hymenoptera: Chalcidoidea: Eupelmidae: Neanastatinae)
Bibliographic record
Abstract
The species of Eopelma Gibson (Hymenoptera: Eupelmidae: Neanastatinae) are revised. Six described species are recognized, Eopelma davidsmithi, n. sp. (♂, Borneo: Sabah), Eopelma gibsoni Fusu and Polaszek (♂, Borneo: Sarawak), Eopelma habrotatos, n. sp. (♀, Malaya), Eopelma mystax Gibson (♀, Philippines), Eopelma viridifrons, n. sp. (♂, Thailand), and Eopelma xuthocephala, n. sp. (♂, Nepal). One other partial, disarticulated male from Indonesia (Sulawesi) that represents another new species is compared to the other species but because of its condition is not described. The genus is redescribed and the described species are keyed and illustrated through macrophotography. Apparent sexual dimorphism in color and setal patterns of the fore wings and in structure and setal patterns of the mesotarsi are also discussed and hypothesized as important in male courtship displays for pre-copulatory species recognition.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".