Bibliographic record
Abstract
A dataset containing 1059 species occurrences available in GBIF matching the query: { "and" : [ "BasisOfRecord is one of (Specimen, Material citation, Material sample)", "DatasetKey is one of (Herps Specimens, KUBI Herpetology Collection, CAS Herpetology (HERP), Biodiversity Research and Teaching Collections - TCWC Vertebrates, LACM Vertebrate Collection, TNHC Herpetology Collection, LSUMZ Herps Collection, UCM Amphibian and Reptile Collection (Arctos), Coleccion de Herpetologia, MZFC-UNAM, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (vertebrados), Anfibios y reptiles de las regiones 30 (Parque Natural Sierra Maderas del Carmen); 31 (Sierra El Burro-Río San Rodrigo); 36 (Sierra La Encantada); y 37 (Sierra El Pino), Coahuila, Anfibios y reptiles de las regiones 30 (Parque Natural Sierra Maderas del Carmen); 31 (Sierra El Burro-Río San Rodrigo); 36 (Sierra La Encantada); y 37 (Sierra El Pino), Coahuila, Formación de una base de datos y elaboración de un atlas de la herpetofauna de México (Anfibiosreptiles), UTEP Herpetology (Arctos), MVZ Herp Collection (Arctos), Computarización de las colecciones de vertebrados terrestres de la Escuela Nacional de Ciencias Biológicas, IPN Fase 4 (Anfibios y reptiles), Colección de Tejidos, Centro Interdisciplinario de Investigación para el Desarrollo Integral Regional, Unidad Durango, Instituto Politécnico Nacional (TD)., NMNH Extant Specimen Records (USNM, US), CM Herps Collection, Biodiversidad acuática del río Amacuzac, Morelos, México (Anfibios), Algunas especies de anfibios y reptiles contenidos en el Proyecto de Norma Oficial Mexicana PROY-NOM-059-ECOL-2000, Collection Herpetology SMF, Actualización de la base de datos de la colección nacional de anfibios y reptiles (CNAR), Código de barras genético de especies de anfibios y reptiles de México, Bell Museum amphibians and reptiles, UTA Amphibians, Herpetology Collection - Royal Ontario Museum, MSB Amphibian and Reptile Collection (Arctos), ZUEC-AMP - Coleção de Anfíbios do Museu de Zoologia da UNICAMP, Vertebrados terrestres de San Juan de Camarones, Durango, Apoyo a las colecciones biológicas de la Facultad de Ciencias de la UNAM: Fase 1 (MZFC_HE), Apoyo a las colecciones biológicas de la Facultad de Ciencias de la UNAM: Fase 1 (Herpetológica), Herpetofauna del corredor biológico Chichinautzin y la Sierra de Huautla en el estado de Morelos, SDNHM Herpetology Collection, University of Alberta Museum of Zoology Amphibian and Reptile Collection (UAMZ), Diagnostic Collection José Miguel Cei (DC-JMC) – Unidad de Herpetología – UNSL Colección biológica referida a la herpetofauna de Sudamérica.)", "HasCoordinate is true", "HasGeospatialIssue is false", "PublishingOrg is one of (b554c320-0560-11d8-b851-b8a03c50a862, 66522820-055c-11d8-b84e-b8a03c50a862, 493fe050-055d-11d8-b84f-b8a03c50a862, ff90b050-c256-11db-b71b-b8a03c50a862, 3c6ad080-bdbe-11da-ac59-b8a03c50a862, 52c8f620-1816-11da-9544-b8a03c50a862, 4cadac10-3e7b-11d9-8439-b8a03c50a862, 84cee304-27b4-4ad0-9068-16b666e5b1b5, 8edbbde0-055e-11d8-b850-b8a03c50a862, bc092ff0-02e4-11dc-991f-b8a03c50a862)", "TaxonKey is Tlalocohyla smithii (Boulenger, 1902)", "Year 1950-2024" ] } The dataset includes 1059 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042803-240906103802322/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 | 0.007 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.483 | 0.530 |
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".