Bibliographic record
Abstract
A dataset containing 2248 species occurrences available in GBIF matching the query: { "and" : [ "BasisOfRecord is one of (Specimen, Material citation, Material sample)", "DatasetKey is one of (LSUMZ Herps Collection, Biodiversity Research and Teaching Collections - TCWC Vertebrates, TNHC Herpetology Collection, KUBI Herpetology Collection, Angelo State Natural History Collections (ASNHC) Amphibian and reptile specimens (Arctos), MSB Amphibian and Reptile Collection (Arctos), Reptile Specimens, FHSM Herps Collection, Herps Specimens, University of Florida Herpetology, CAS Herpetology (HERP), MVZ Herp Collection (Arctos), UTEP Herpetology (Arctos), Actualización y enriquecimiento de las bases de datos del proyecto de evaluación y análisis geográfico de la diversidad faunística de Chiapas, Anfibios y reptiles del estado de Tamaulipas, México, UCM Amphibian and Reptile Collection (Arctos), Tissues Specimens, NMNH Extant Specimen Records (USNM, US), NCSM Herpetology Collection, LACM Vertebrate Collection, Anfibios y reptiles del estado de Nuevo León, Herpetofauna del Estado de Veracruz, Computarización de las colecciones de vertebrados terrestres de la Escuela Nacional de Ciencias Biológicas, IPN Fase 4 (Anfibios y reptiles), Sistematización de las colecciones científicas del Instituto de Historia Natural y Ecología, (IHNE) Chiapas, Austin Peay State University Amphibian and Reptile Specimens (Arctos), Fortalecimiento de las colecciones de ECOSUR. Primera fase (Herpetológica Chetumal), NMNH Material Samples (USNM), Museum of Comparative Zoology, Harvard University, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (vertebrados), Fortalecimiento de las colecciones de ECOSUR. Primera fase (Herpetológica San cristóbal), CUMV Amphibian and Reptile Collection, UTEP Herpetology Osteology (Arctos), 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, Arizona State University Herpetology Collection, Formación de una base de datos y elaboración de un atlas de la herpetofauna de México (Anfibiosreptiles), 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, Cowan Tetrapod Collection - Herpetology, MCNH Museum of Cultural and Natural History Reptile Collection, Canadian Museum of Nature Amphibian and Reptile Collection, INSDC Sequences, Actualización de la base de datos de la colección nacional de anfibios y reptiles (CNAR), 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), Brigham Young University (BYU) Herpetology Collection (Arctos), Vertebrate Zoology Division - Herpetology, Yale Peabody Museum, Código de barras genético de especies de anfibios y reptiles de México, Herpetofauna de la región del Mar Muerto, Oaxaca-Chiapas, Anfibios y reptiles del municipio de Cuetzalan del Progreso, Puebla, Computarización de las Colecciones de Anfibios y Reptiles del Centro de Investigaciones Biológicas de la Universidad Autónoma del Estado de Hidalgo, Diversidad de grupos selectos de vertebrados (Reptilia, Amphibia) e insectos (Lepidoptera: Papilionoidea y Hesperioidea; Odonata; Diptera: Bombyliidae) en el Valle de Cuatrociénegas y Sierra de la Madera, Coahuila, México, Estado actual de la distribución de los anfibios y reptiles de la Región de Los Tuxtlas, UTEP Fossils (Arctos), Inventario y monitoreo de anfibios y mariposas en la Reserva de Calakmul, Campeche, \"Biodiversidad en el valle de Cuatro Ciénegas\". (Insectos y reptiles))", "HasCoordinate is true", "HasGeospatialIssue is false", "PublishingOrg is one of (3c6ad080-bdbe-11da-ac59-b8a03c50a862, 2b8e48b0-812d-11de-86fe-b8a03c50a862, 609765e0-4ce8-11db-b80e-b8a03c50a862, ff90b050-c256-11db-b71b-b8a03c50a862, 939ed180-aa7b-11db-8edf-b8a03c50a862, 9c0a8aa8-4ce7-49ba-aac7-21a97234f886, b554c320-0560-11d8-b851-b8a03c50a862, 976af1e0-ca25-11da-bfed-b8a03c50a862, 52c8f620-1816-11da-9544-b8a03c50a862, 8edbbde0-055e-11d8-b850-b8a03c50a862)", "TaxonKey is Thamnophis proximus (Say, 1823)", "Year 1950-2024" ] } The dataset includes 2248 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024834-240906103802322/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 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.475 | 0.522 |
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".