Bibliographic record
Abstract
A dataset containing 374 species occurrences available in GBIF matching the query: { "and" : [ "Country is Mexico", "DatasetKey is one of (Elaboración de la base de datos de los ejemplares de la colección general de insectos adultos de la Dirección General de Sanidad Vegetal, Diversidad de coleópteros scarabaeoidea del estado de Puebla (I), Instituto de Investigación CIBIO, Universidad de Alicante: CEUA, Scarabaeoidea y colección de tipos de la colección entomológica del Centro de Estudios en Zoología, Universidad de Guadalajara, Colección Thomas G. Zoebisch asociada a la Colección Entomológica del Centro de Estudios en Zoología (Mexicanos), Computarización de la Colección Nacional de insectos Dr. Alfredo Barrera Marín del Museo de Historia Natural de la Ciudad de México (Coleoptera), Atlas de coleópteros Scarabaeoidea de México, Texas A&M University Insect Collection, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (CNIN), Entomological Specimens of Museum of Nature and Human Activities, Hyogo Pref., Japan, Snow Entomological Museum Collection, RBINS DaRWIN, Field Museum of Natural History (Zoology) Insect, Arachnid and Myriapod Collection, Diversidad de los coleópteros Scarabaeiodea del estado de Puebla (II), Triplehorn Insect Collection, The Ohio State University, Computarización de la colección de insectos de la Universidad de Morelos, CIByC, UAEM, Base de datos de la Colección zoológica del Instituto de Investigación de zonas desérticas de la Universidad Autónoma de San Luis Potosí (BDCZIID-UASLP), NMNH Extant Specimen Records (USNM, US), Naturalis Biodiversity Center (NL) - Museum collection digitized at storage unit level, Computarización de la Colección de Coleoptera (Insecta) del Centro de Investigaciones Biológicas, UAEH, Pachuca, Hidalgo, México, Canadian Museum of Nature Insect Collection, The Albert J. Cook Arthropod Research Collection)", "OccurrenceStatus is Present", "TaxonKey is one of (Cotinis antonii, Cotinis beraudi, Cotinis ibarrai, Cotinis laticornis, Cotinis orientalis, Cotinis pauperula, Cotinis pokornyi, Cotinis producta, Cotinis pueblensis, Cotinis rufipennis, Cotinis sinitoc, Cotinis sphyracera, Cotinis subviolacea)" ] } The dataset includes 374 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033858-251120083545085/datasets/export for details. Data from some individual datasets included in this download may be licensed under less restrictive terms.
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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.276 | 0.369 |
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".