Bibliographic record
Abstract
A dataset containing 109532 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Felis catus Linnaeus, 1758, Suncus megalura (Jentink, 1888), Allenopithecus nigroviridis (Pocock, 1907), Typhlomys cinereus Milne-Edwards, 1877, Peromyscus gratus Merriam, 1898, Mesocricetus raddei (Nehring, 1894), Ozotoceros bezoarticus (Linnaeus, 1758), Moschus cupreus Grubb, 1982, Heteromys desmarestianus zonalis Goldman, 1912, Dasyprocta leporina croconota Wagler, 1831, Delomys collinus Thomas, 1917, Centurio senex greenhalli Paradiso, 1967, Pelycodus trigonodus (Matthew, 1915), Equus fraternus (Leidy, 1858), Dinohippus interpolatus (Cope, 1893), Miohippus gemmarosae Osborn, 1918, Sthenictis junturensis Shotwell & Russell, 1963, Borophagus littoralis (VanderHoof, 1931), Hemisyntrachelus pisanus Bianucci, 1996, Antiacodon venustus Marsh, 1872, Desmanella gardiolensis Crochet, 1986, Prodiacodon tauricinerei (Jepsen, 1930), Labidolemur serus Gingerich, 1982, Petauristodon pattersoni Pratt & Morgan, 1989, Prodipodomys timoteoensis Albright, 1999, Lignimus austridakotensis Korth, 1996, Mictomys meltoni (Paulson, 1961), Apheliscus nitidus Simpson, 1937, Pipistrellus inexspectatus Aellen, 1959, Hipposideros lekaguli Thonglongya & Hill, 1974, Cryptotis nigrescens (J.A.Allen, 1895), Eligmodontia typus F.Cuvier, 1837, Graphiurus olga (Thomas, 1925), Lagenorhynchus acutus (Gray, 1828), Kobus ellipsiprymnus unctuosus (Laurillard, 1842), Cebus capucinus capucinus, Hylaeamys laticeps (Lund, 1840), Canis lupus monstrabilis Goldman, 1937, Potos flavus nocturnus Wied-Neuwied, 1826, Dactylopsila trivirgata trivirgata, Arctictis binturong binturong, Paraxerus palliatus palliatus, Syconycteris australis australis, Lavia frons frons, Mus bimaculatus Waterhouse, 1837, Anoura aequatoris (Lönnberg, 1921), Microtus angustus Thomas, 1908, Peromyscus cedrosensis J.A.Allen, 1898, Albertogaudrya separata Ameghino, 1904, Periphragnis palmeri (Roth, 1904), Leptictidium prouti Hooker, 2013, Tetrastylus giganteus (Ameghino, 1904), Rhombomylus turpanensis Zhai, 1978, Proreithrodon chapalmalense Ameghino, 1908, Globicephala baereckeii (Sellards, 1916), Jaskhadelphys minutus Marshall & de Muizon, 1988, Delphinus rikuzenensis Hatai et al., 1963, Icochilus robustus Ameghino, 1891, Fucaia buelli Marx, Tsai & Fordyce, 2015, Thisbemys plicatus Wood, 1962, Parasminthus debruijni Lopatin, 1999, Lutra bravardi (Pomel, 1843), Propalaeosinopa albertensis Simpson, 1927, Progaleopithecus fissurellatus Ameghino, 1904, Pongo hooijeri Schwartz et al., 1995, Emballonura nigrescens (Gray, 1843), Calamodon simplex (Cope, 1874), Plesippus fromanius (Repenning et al., 1995), Peromyscus maniculatus elusus Nelson & Goldman, 1931, Tursiops dawsoni Lydekker, 1909, Peromyscus eremicus fraterculus, Eira barbara kriegi Krumbiegel, 1942, Sorex veraecrucis altoensis, Apomys brownorum Heaney, Balete, Rickart, Alviola, Duya, Duya, Veluz, VandeVrede & Steppan, 2011, Pachynolophus duvali Pomel, 1847, Prosthennops elmorei (White, 1942), Paramys huerfanensis (Wood, 1962), Clethrionomys glareolus garganicus Hagen, 1958, Felis silvestris catus Linnaeus, 1758, Cervus unicolor equinus (Cuvier, 1825), Buxolestes hammeli Jaegar, 1970, Dayohyus trigonocephalus (Cope, 1884), Dasypus platensis Ameghino, 1889, Peroryctes raffrayana (Milne-Edwards, 1878), Sminthopsis longicaudata Spencer, 1909, Reithrodontomys rodriguezi Goodwin, 1943, Oryzomys buccinatus (Olfers, 1818), Hyperacrius wynnei (Blanford, 1881), Margaretamys elegans Musser, 1981, Hylomyscus baeri Heim de Balsac & Aellen, 1965, Dipodomys merriami arenivagus Elliot, 1904, Dipodomys heermanni goldmani (Merriam, 1904), Heliosciurus gambianus dysoni (St.Leger, 1937), Thomomys bottae catalinae Goldman, 1931, Pogonomys fergussoniensis Laurie, 1952, Eonycteris robusta Miller, 1913, Scotoecus albofuscus albofuscus, Rhinolophus acuminatus sumatranus K.Andersen, 1905, Sthenurus atlas (Owen, 1838), Sminthopsis stalkeri Thomas, 1906, Ectypodus powelli Jepsen, 1940, Eucosmodon molestus (Cope, 1886), Philisis sphingis Sigé, 1985, Protoreodon minor Scott, 1899, Leptomeryx elissae Korth & Diamond, 2002, Cervalces scotti (Lydekker, 1898), Tetraconodon malensis Htike et al., 2005, Allomys nitens Marsh, 1877, Issiodoromys limognensis Schmidt-Kittler & Vianey-Liaud, 1987, Copemys pagei (Shotwell, 1967), Pseudomyscus bathygnathus Korth, 1997, Neocometes similis Fahlbusch, 1966, Mattimys kalicola (Matthew, 1918), Deltatherium fundaminis Cope, 1881, Prothryptacodon hilli (Rigby, 1980), Guangxilemur singsilai Marivaux et al., 2002, Dyseolemur pacificus Stock, 1934, Meriones tristrami Thomas, 1892, Hemitragus jemlahicus (C.H.Smith, 1826), Scotophilus heathii (Horsfield, 1831), Cercopithecus pogonias grayi Fraser, 1850, Ateles belzebuth belzebuth, Cerradomys scotti (Langguth & Bonvicino, 2002), Pteropus condorensis Peters, 1869, Miniopterus fuliginosus (Hodgson, 1835), Macrorhinus leonina (Linnaeus, 1758), Tursiops australis Charlton-Robb, Gershwin, Thompson, Austin, Owen & McKechnie, 2011, Hyopsodus lysitensis Gingerich, 1974, Caluromys derbianus aztecus (Thomas, 1913), Eira barbara biologiae (Thomas, 1900), Antilocapra americana sonoriensis Goldman, 1945, Canis simensis simensis, Sylvilagus palustris palustris, Dolichotis patagonum patagonum, Tamiops swinhoei swinhoei, Rhinolophus canuti canuti, Cervus dama Linnaeus, 1758, Tranatocetus argillarius (Roth, 1978), Protophiomys tunisiensis Marivaux, 2014, Gobiolagus gromovi (Erbajeva, 1999), Phanophilus dorsatus (Ameghino, 1904), Advenimus burkei Dawson, 1964, Anthracotherium cuvieri Gaudry, 1873, Bubalus teilhardi Young, 1932, Clypeotherium magnum Scillato-Yané, 1977, Rhodopagus pygmaeus Radinsky, 1965, Porthocyon dubius (Merriam, 1903), Schistomys crassus Ameghino, 1891, Amphipithecus mogaungensis Colbert, 1937, Pliomorphus ameghinoi Kraglievich, 1923, Bothriogenys orientalis Ducrocq, 1997, Blastomeryx medius Matthew, 1924, Nanokogia isthmia Velez-Juarbe, Wood, DeGracia & Hendy, 2015, Hutegotherium yaomingi Averianov et al., 2010, Procavia ruficeps, Bos nanus, Peromyscus eremicus cedrosenis, Cephalophus walkeri, Orohippus angustidens (Cope, 1875), Neotoma mexicana vulcani, Lenoxus apicalis apicalis, Perimyotis subflavus veraecrucis (Ward, 1891), Peromyscus maniculatus borealis Mearns, 1911, Macaca sinica inaurea Pocock, 1931, Tragelaphus delamerei Pocock, 1900, Peromyscus boylii boylii, Urocitellus elegans nevadensis (A.H.Howell, 1928), Lepus aquaticus Bachman, 1837, Aethomys chrysophilus fouriei Roberts, 1946, Neotetracus sinensis sinensis, Viverra zibetha surdaster Thomas, 1927, Pelycodus angulatus (Cope, 1875), Cercopithecus buettikoferi Jentinck, 1886, Eliomys quercinus munbyanus, Dryopithecus indicus (Pilgrim, 1910), Ailuravus stehlinschaubi Wood, 1976, Lushiamynodon menchiapuensis Chow & Xu, 1965, Lutravus cookii (Gazin, 1934), Gomphos progressus Li et al., 2016, Mouillacitherium cartieri Rutimeyer, 1891, Iconapternodus qii Tong, 1997, Plesiesthonyx munieri (Lemoine, 1891), Lagenorhynchus hosei Fraser, 1956, Neamblysomus julianae (Meester, 1972), Crocidura tarella Dollman, 1915, Crocidura usambarae Dippenaar, 1980, Hemiechinus collaris (Gray, 1830), Akodon affinis (J.A.Allen, 1912), Peromyscus gymnotis Thomas, 1894, Allactaga bullata G.M.Allen, 1925, Proechimys canicollis (J.A.Allen, 1899), Hippotragus equinus langheldi Matschie, 1898, Tamiops maritimus maritimus, Sundasciurus lowii robinsoni (Bonhote, 1903), Geomys personatus fuscus Davis, 1940, Cynopterus titthaecheilus major Miller, 1906, Myotis martiniquensis nyctor LaVal & Schwartz, 1975, Myotis formosus watasei Kishida, 1924, Mesohippus hypostylus Osborn, 1904, Selenohyrax chatrathi Rasmussen & Simons, 1988, Miohippus obliquidens (Osborn, 1904), Tapirus greslebini (Rusconi, 1934), Miotylopus gibbi (Loomis, 1911), Leptomeryx speciosus Lambe, 1908, Sophianacetus commenticius (Kazár, 2005), Rhagatherium aegyptiacum (Andrews, 1906), Lartetium petersbuchense Ziegler, 1989, Geotrypus tomerdingensis (Tobien, 1939), Paraphiomys knolli López-Antoñazas & Sen, 2005, Coelostylodon caroloameghinoi Simpson, 1970, Plesiolestes nacimienti (Wilson & Szalay, 1972), Anasazia williamsoni Van Valen, 1994, Turgidodon madseni Cifelli, 1990, Pipistrellus ariel Thomas, 1904, Vulpes zerda (Zimmermann, 1780), Graphiurus angolensis de Winton, 1897, Sciurus yucatanensis phaeopus Goodwin, 1932, Hipposideros durgadasi Khajuria, 1970, Platyrrhinus masu Velazco, 2005, Sturnira sorianoi Sánchez-Hernández, Romero-Almaraz & Schnell, 2005, Plecotus sacrimontis G.M.Allen, 1908, Paratylopus primaevus (Matthew, 1904), Colobus angolensis Sclater, 1860, Tamandua tetradactyla nigra (Geoffroy, 1803), Bassariscus astutus palmarius Nelson & Goldman, 1909, Puma concolor browni (Merriam, 1903), Phascolosorex dorsalis dorsalis, Hippotragus niger niger, Saccolaimus saccolaimus saccolaimus, Melonycteris fardoulisi Flannery, 1993, Nyctimene albiventer albiventer, Megaloceros cazioti (Depéret, 1897), Lepilemur hollandorum Ramaromilanto, Lei, Engberg, Johnson, Sitzmann & Louis Jr., 2009, Clorinda cliva (Ameghino, 1894), Prodipoides phillisi (Wilson, 1968), Paramys grangeri (Matthew, 1910), Hippohyus deterrai Lewis, 1934, Borhyaenidium musteloides Pascual & Bocchino, 1963, Stenoplesictis elegans (Matthew & Granger, 1924), Victorlemoinea longidens (Ameghino, 1901), Argentodites coloniensis Kielan-Jaworowska et al., 2007, Crocuta thomasi Cabrera, 1911, Anthracokeryx naduongensis Ducrocq, Benammi, Chavasseau, Chaimanee, Suraprasit, Pha, Phuong, Phach & Jaeger, 2015, Entelostylops incolumis Ameghino, 1901, Ondatra zibethicus macrodon, Cynomops milleri (Osgood, 1914), Neoromicia isabella Decher, Hutterer & Monadjem, 2016, Borophagus direptor (Matthew, 1924), Macropus unguifer Gould, 1841, Palaeosyops hyognathus (Osborn, 1889), Echimys semivillosus carrikeri, Ondatra obscurus, Gris
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 | 0.003 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.423 | 0.513 |
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".