LOS ESCARABAJOS DEL GÉNERO EURYSTERNUS DALMAN, 1824 (COLEOPTERA: SCARABAEIDAE) DE COLOMBIA
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The composition, geographical and altitudinal distribution of the species of the genus Eurysternus Dalman of Colom- bia are presented based on the information compiled from approximately 1400 records of specimens from American and Euro- pean collections included in the database of the Musee Canadien de la Nature (CMNC) and on some 4500 labels of specimens examined in Colombian collections in connection with the new taxonomical classification proposed by Genier (2009). The re- sults include a diagnostic key to the 18 Colombian species, distribution maps for each of them and a database with detailed la- bel information on the specimens examined which is being made freely available so that future ecological researches will have updated references to fill information gaps in many areas of the country.
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.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 it