FIGURE 2. Coleoptera drawer number 2 in The nomenclature of the Australasian dung beetle genera Mentophilus Castelnau, 1840 and Tesserodon Hope, 1837 (Coleoptera: Scarabaeidae: Scarabaeinae)
Bibliographic record
Abstract
FIGURE 2. Coleoptera drawer number 2 of the Joseph Banks collection, housed since 1863 in the Natural History Museum, London. The beetles in the Banks collection are arranged according to the generic classification of Fabricius's 1801 Systema Eleutheratorum, his last publication on Coleoptera. Properly placed among Fabricius's Ateuchus, the sole known type specimen of Scarabaeus novaehollandiae Fabricius, 1775 sits in the second drawer of the identified Coleoptera material. The identification label pinned with the specimen may be in Fabricius's hand (see Cupello et al. 2023). Although the precise typification status of the specimen is controversial (see the text), there is no doubt about its condition as the sole name-bearing type, whether the holotype or the lectotype.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.394 | 0.181 |
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".