Pentatomidae (Hemiptera: Heteroptera) of the Pampa biome: Serra do sudeste and Parque de Espinilho da Barra do Quaraí, Rio Grande do Sul, Brazil
Bibliographic record
Abstract
Uma lista das espécies de Pentatomidae do bioma Pampa, Estado do Rio Grande do Sul, Brasil, é aqui apresentada. Esta lista teve como base as expedições de coleta realizadas na Serra do Sudeste, nos municípios de Canguçu e Caçapava, e no Parque Estadual do Espinilho durante os anos de 2003-2004; estas áreas nunca foram antes amostradas no Rio Grande do Sul. Cinquenta e uma espécies de Pentatomidae foram registradas, distribuídas em cinco subfamílias (Asopinae, Cyrtocorinae, Discocephalinae, Edessinae and Pentatominae) e 27 gêneros. A subfamília Pentatominae apresentou o maior número de espécies (32 spp.). Todas as localidades em que foram coletados os insetos representam novos registros para a fauna local e nove espécies de Pentatomidae tiveram suas plantas hospedeiras registradas.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 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".