From molecular data to natural history: a new species of <i>Apatelodes</i> (Lepidoptera: Bombycoidea: Apatelodidae) from southern Brazil
Bibliographic record
Abstract
Apatelodidae is a family of Neotropical bombycoids that is still poorly studied in several aspects. Besides being relatively large moths and abundant in light traps, only sources of information on the natural history of the family have been published, and basically none of this information has been used in the group’s systematics. Aiming to contribute to a better understanding of Apatelodidae life-history studies, we describe a new species of Apatelodidae (Lepidoptera: Bombycoidea) from the Atlantic Forest, southern Brazil, including information from all life stages of the species. We also use DNA barcodes to support species delimitation. Apatelodes je sp. nov. can be differentiated from other species of Apatelodes by the colour of the wings, the morphology of the genitalia, and molecular evidence. Its relationship to other Apatelodes species is discussed taking into account its systematic position, morphology, and natural history.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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 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".