Bibliographic record
Abstract
A dataset containing 148842 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Spilopelia chinensis (Scopoli, 1786), Streptopelia chinensis (Scopoli, 1786), Streptopelia decaocto (Frivaldszky, 1838), Streptopelia roseogrisea (Sundevall, 1857), Lonchura malacca (Linnaeus, 1766), Lonchura punctulata (Linnaeus, 1758), Icterus pectoralis (Wagler, 1829), Passer domesticus (Linnaeus, 1758), Passer montanus (Linnaeus, 1758), Pycnonotus cafer (Linnaeus, 1766), Pycnonotus jocosus (Linnaeus, 1758), Acridotheres tristis (Linnaeus, 1766), Sturnus vulgaris Linnaeus, 1758, Agapornis fischeri Reichenow, 1887, Agapornis personatus Reichenow, 1887, Agapornis roseicollis (Vieillot, 1818), Amazona aestiva (Linnaeus, 1758), Amazona albifrons (Sparrman, 1788), Amazona amazonica (Linnaeus, 1766), Amazona autumnalis (Linnaeus, 1758), Amazona finschi (P.L.Sclater, 1864), Amazona ochrocephala (Gmelin, 1788), Amazona oratrix Ridgway, 1887, Ara ararauna (Linnaeus, 1758), Ara severus (Linnaeus, 1758), Aratinga acuticaudata (Vieillot, 1818), Aratinga erythrogenys (Lesson, 1844), Aratinga finschi (Salvin, 1871), Aratinga leucophthalma (Statius Muller, 1776), Aratinga mitrata (Tschudi, 1844), Aratinga nenday (Vieillot, 1823), Aratinga wagleri (G.R.Gray, 1845), Brotogeris chiriri (Vieillot, 1818), Brotogeris versicolurus (Statius Muller, 1776), Cyanoliseus patagonus (Vieillot, 1818), Melopsittacus undulatus (Shaw, 1805), Myiopsitta monachus (Boddaert, 1783), Nandayus nenday (Vieillot, 1823), Psittacula alexandri (Linnaeus, 1758), Psittacula eupatria (Linnaeus, 1766), Psittacula krameri (Scopoli, 1769), Ammotragus lervia (Pallas, 1777), Antilope cervicapra (Linnaeus, 1758), Boselaphus tragocamelus (Pallas, 1766), Capra ibex Linnaeus, 1758, Capra nubiana F.Cuvier, 1825, Oryx gazella (Linnaeus, 1758), Tragelaphus strepsiceros (Pallas, 1766), Cervus nippon Temminck, 1838, Dama dama (Linnaeus, 1758), Rusa unicolor (Kerr, 1792), Phacochoerus africanus (Gmelin, 1788), Sus scrofa Linnaeus, 1758, Felis silvestris Schreber, 1777, Herpestes javanicus (É.Geoffroy Saint-Hilaire, 1818), Lepus europaeus Pallas, 1778, Oryctolagus cuniculus (Linnaeus, 1758), Saimiri sciureus (Linnaeus, 1758), Chlorocebus sabaeus (Linnaeus, 1766), Macaca mulatta (Zimmermann, 1780), Dolichotis patagonum (Zimmermann, 1780), Myodes glareolus (Schreber, 1780), Dasyprocta leporina (Linnaeus, 1758), Mus musculus Linnaeus, 1758, Rattus norvegicus (Berkenhout, 1769), Rattus rattus (Linnaeus, 1758), Sciurus aureogaster F.Cuvier, 1829, Acrochordus javanicus Hornstedt, 1787, Agama agama (Linnaeus, 1758), Agama picticauda (Peters, 1877), Calotes mystaceus Duméril & Bibron, 1837, Calotes versicolor (Daudin, 1802), Leiolepis belliana (Hardwicke & Gray, 1827), Leiolepis rubritaeniata Mertens, 1961, Physignathus cocincinus Cuvier, 1829, Pogona vitticeps (Ahl, 1926), Acrantophis dumerili Jan, 1860, Boa constrictor Linnaeus, 1758, Candoia carinata (Schneider, 1801), Corallus hortulana (Linnaeus, 1758), Epicrates cenchria (Linnaeus, 1758), Epicrates maurus Gray, 1849, Eunectes murinus (Linnaeus, 1758), Eunectes notaeus Cope, 1862, Chamaeleo calyptratus Duméril & Duméril, 1851, Chamaeleo gracilis Hallowell, 1844, Chamaeleo senegalensis Daudin, 1802, Furcifer oustaleti (Mocquard, 1894), Furcifer pardalis (Cuvier, 1829), Trioceros jacksonii (Boulenger, 1896), Basiliscus vittatus Wiegmann, 1828, Anolis allisoni Barbour, 1928, Anolis chlorocyanus Duméril & Bibron, 1837, Anolis cristatellus Duméril & Bibron, 1837, Anolis cybotes Cope, 1862, Anolis distichus Cope, 1861, Anolis equestris Merrem, 1820, Anolis ferreus (Cope, 1864), Anolis garmani Stejneger, 1899, Anolis porcatus Gray, 1840, Anolis sagrei Duméril & Bibron, 1837, Anolis trinitatis Reinhardt & Lütken, 1862, Acanthophis praelongus Ramsay, 1877, Dendroaspis jamesoni (Traill, 1843), Dendroaspis viridis (Hallowell, 1844), Eublepharis macularius (Blyth, 1854), Chondrodactylus bibronii (Smith, 1846), Cyrtopodion scabrum (Heyden, 1827), Gehyra mutilata (Wiegmann, 1834), Gekko badenii Szczerbak & Nekrasova, 1994, Gekko gecko (Linnaeus, 1758), Hemidactylus frenatus Duméril & Bibron, 1836, Hemidactylus garnotii Duméril & Bibron, 1836, Hemidactylus mabouia (Moreau De Jonnès, 1818), Hemidactylus parvimaculatus Deraniyagala, 1953, Hemidactylus platyurus (Schneider, 1797), Hemidactylus turcicus (Linnaeus, 1758), Lepidodactylus lugubris (Duméril & Bibron, 1836), Phelsuma grandis Gray, 1870, Phelsuma laticauda (Boettger, 1880), Phelsuma madagascariensis Gray, 1831, Sphaerodactylus argus Gosse, 1850, Ctenosaura similis (Gray, 1831), Cyclura cornuta (Bonnaterre, 1789), Cyclura nubila (Gray, 1831), Iguana iguana (Linnaeus, 1758), Lacerta bilineata Daudin, 1802, Lacerta viridis (Laurenti, 1768), Podarcis muralis (Laurenti, 1768), Podarcis siculus (Rafinesque-Schmaltz, 1810), Podarcis siculus (Rafinesque-Schmaltz, 1810), Takydromus sexlineatus Daudin, 1802, Leiocephalus schreibersii (Gravenhorst, 1838), Tarentola annularis (Geoffroy Saint-Hilaire, 1827), Tarentola mauritanica (Linnaeus, 1758), Malayopython reticulatus (Schneider, 1801), Morelia spilota (Lacépède, 1804), Morelia viridis (Schlegel, 1872), Python bivittatus Kuhl, 1820, Python brongersmai Stull, 1938, Python curtus Schlegel, 1872, Python molurus (Linnaeus, 1758), Python regius (Shaw, 1802), Python reticulatus (Schneider, 1801), Python sebae (Gmelin, 1789), Chalcides ocellatus (Forskal, 1775), Mabuya multifasciata (Kuhl, 1820), Tiliqua scincoides (White, 1790), Trachylepis quinquetaeniata (Lichtenstein, 1823), Gonatodes albogularis (Duméril & Bibron, 1836), Sphaerodactylus argus Gosse, 1850, Sphaerodactylus elegans (Macleay, 1834), Ameiva ameiva (Linnaeus, 1758), Ameiva praesignis (Baird & Girard, 1852), Aspidoscelis motaguae (Sackett, 1941), Cnemidophorus lemniscatus (Linnaeus, 1758), Cnemidophorus motaguae Sackett, 1941, Tupinambis cryptus Murphy, Jowers, Lehtinen, Charles, Colli, Peres Jr, Hendry & Pyron, 2016, Tupinambis merianae (Duméril & Bibron, 1839), Tupinambis teguixin (Linnaeus, 1758), Indotyphlops braminus (Daudin, 1803), Ramphotyphlops braminus (Daudin, 1803), Varanus exanthematicus (Bosc, 1792), Varanus indicus (Daudin, 1802), Varanus jobiensis Ahl, 1932, Varanus niloticus (Linnaeus, 1766), Varanus salvadorii (Peters & Doria, 1878), Varanus salvator (Laurenti, 1768))", "Country is one of (United States of America, Canada, Mexico, Greenland, Aruba, Anguilla, Antigua and Barbuda, Bahamas, Barbados, Saint Barthélemy, Bonaire, Sint Eustatius and Saba, Bermuda, Belize, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Guatemala, Grenada, Guadeloupe, Haiti, Honduras, Jamaica, Saint Kitts and Nevis, Cayman Islands, Montserrat, Saint Martin (French part), Nicaragua, Panama, Puerto Rico, El Salvador, Turks and Caicos Islands, Trinidad and Tobago, Sint Maarten (Dutch part), Saint Vincent and the Grenadines, Virgin Islands (British))", "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)", "HasCoordinate is true", "OccurrenceStatus is Present", "Year is greater than or equal to 1990", "Year is less than or equal to 2020", "CoordinateUncertaintyInMeters is less than 999", "ScientificName is not null", "DecimalLongitude is not null", "DecimalLatitude is not null" ] } The dataset includes 148842 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031919-240626123714530/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 | 0.005 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.374 | 0.481 |
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".