Two new species of <i>Andinopanurgus</i> (Hymenoptera: Andrenidae: Panurginae), with a description of the female of <i>A. amyae</i>
Bibliographic record
Abstract
Two new species of Andinopanurgus Gonzalez & Engel are described: Andinopanurgus chirosimpson Packer, new species, from northwest Argentina extends the range of the genus south by more than 2000 km and A. lynnae Packer, new species, from Peru. The new species seem to belong to Gonzalez & Engel’s “guarnensis species group” but differ from it in the highly modified setae on S4, which are divided into two to four branches (in A. chirosimpson, the four-branched ones of which look like a thumbless hand and are the source of the specific epithet) to two to five branches (in A. lynnae). The female of A. amyae (Gonzalez & Engel) is described for the first time.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".