Bibliographic record
Abstract
A dataset containing 59038 species occurrences available in GBIF matching the query: { "and" : [ { "or" : [ "BasisOfRecord is Specimen", "BasisOfRecord is Human Observation" ] }, "Country is Colombia", { "or" : [ "PublishingOrg is 2a7e3080-28a9-11dd-97cd-b8a03c50a862", "PublishingOrg is ad3f9c5f-5021-45a3-a7c4-3e64895f6f79", "PublishingOrg is 0c0c7309-6a47-4760-9f5c-a48f6d354f75", "PublishingOrg is bc709e2f-6eb4-4cbe-a295-e12eed0679f2", "PublishingOrg is a41250f0-7c3e-11d8-a19c-b8a03c50a862", "PublishingOrg is ab13adb9-ce23-444d-87c9-ce41f03ef2b3", "PublishingOrg is 0e2f2e28-7790-4c82-b8fb-6ef7b4c764e2", "PublishingOrg is 073e52d4-44bd-41d7-bdfa-88c2735c694b", "PublishingOrg is eac88d99-9f6c-4031-8fc4-8088f0e0dfe7", "PublishingOrg is 7a079928-aee9-418a-b083-6152d01c78d6", "PublishingOrg is 2e7ea925-e11c-451c-9841-0a8e85e5c5dc", "PublishingOrg is f7f9717e-9e50-4a00-a30f-7b134390a566" ] }, { "or" : [ "DatasetKey is Colección de Entomología del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-E)", "DatasetKey is Escarabajos coprófagos (Coleoptera: Scarabaeidae: Scarabaeinae) de bosques secos Colombianos de la Colección Entomológica del Instituto Alexander von Humboldt", "DatasetKey is Escarabajos coprófagos de la cuenca alta y media del río Bita, Vichada (Colombia)", "DatasetKey is Colección entomológica del Museo de Historia Natural “Luis Gonzalo Andrade” de la UPTC", "DatasetKey is Escarabajos estercoleros asociados a sistemas de ganadería sostenible en diferentes regiones de Colombia", "DatasetKey is Colección Entomológica de Piedras Blancas", "DatasetKey is Monitoreo Ambiental del Proyecto La Colosa", "DatasetKey is Escarabajos coprófagos (Scarabaeidae: Scarabaeinae) del eje cafetero Colombiano", "DatasetKey is Coleópteros de los bosques montanos del Oriente Antioqueño, Cañón del río Melcocho, en el municipio de El Carmen de Viboral, Antioquia - Proyecto Colombia BIO", "DatasetKey is Insectos en el municipio de Medina, Cundinamarca - Proyecto Colombia Bio", "DatasetKey is Insectos del municipio El Carmen de Chucurí, Santander - Proyecto Santander BIO", "DatasetKey is Biodiversidad de un bosque seco tropical del Valle Medio del río Magdalena: evaluación integrada a través de multitaxones", "DatasetKey is Coleópteros coprófagos y fitófagos de la desembocadura del caño Teracay en el río Tomo, Puerto Carreño, Vichada - Proyecto Colombia Bio", "DatasetKey is Caracterización biológica de la ventana Beltrán, corregimiento Paquiló, Municipio de Beltrán, Cundinamarca", "DatasetKey is Colección de Insectos de la Universidad del Quindío", "DatasetKey is Canadian Museum of Nature Insect Collection", "DatasetKey is Caracterización biológica en la Serranía de San Lucas 2015", "DatasetKey is Coleópteros de sistemas cársticos en el municipio de El Peñón, Santander - Proyecto Colombia BIO", "DatasetKey is Colección de artrópodos del Museo de Historia Natural de la Pontificia Universidad Javeriana", "DatasetKey is Colección de Tejidos del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-CT)", "DatasetKey is Estudios bióticos (Plantas, Fauna Edáfica, Anfibios y Aves) en los Complejos de páramos Guantiva - La Rusia", "DatasetKey is Colección Entomológica de la Universidad Tecnológica del Chocó", "DatasetKey is Colección Entomológica de la Orinoquia (CEO)", "DatasetKey is Colección Entomológica CDMB", "DatasetKey is Caracterizaciones rápidas de biodiversidad en grupos biológicos de la planicie del valle del río Cauca", "DatasetKey is Estudios bióticos (Plantas, Fauna Edáfica, Anfibios y Aves) en el Complejo de Páramos Perijá", "DatasetKey is Caracterización de flora, edafofauna epígea, anfibios y aves del Complejo Páramos Chilí - Barragán, Tolima", "DatasetKey is Tejidos colectados en la ventana Beltrán, corregimiento Paquiló, Municipio de Beltrán, Cundinamarca", "DatasetKey is Estudios bióticos: Plantas, edafofauna epígea, anfibios y aves del Complejo de Páramos Almorzadero y Tamá", "DatasetKey is Estudios bióticos (Plantas, Fauna Edáfica, Anfibios y Aves) en los Complejos de páramos Tota-Bijagual-Mamapacha", "DatasetKey is Macrofauna edáfica de ecosistemas asociados a la cuenca hidrográfica del río Orotoy, Meta" ] }, "HasCoordinate is true", "TaxonKey is Scarabaeidae", "HasGeospatialIssue is false" ] } The dataset includes 59038 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023267-181108115102211/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 | 0.007 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.008 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.461 | 0.545 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".