Bibliographic record
Abstract
A dataset containing 612742 species occurrences available in GBIF matching the query: { "TaxonKey" : [ "is one of (Spirobolellus simplex Golovatch & Korsós, 1992, Leiolopisma mauritiana (Günther, 1877), Cryptoblepharus ahli Mertens, 1928, Panaspis tancredii (Boulenger, 1909), Scolecoseps acontias (Werner, 1913), Feylinia boulengeri Chabanaud, 1917, Trachylepis mekuana (Chirio & Ineich, 2000), Cerambyx paludivagus (Lucas, 1842), Cnemaspis andersonii (Annandale, 1905), Spondylurus anegadae Hedges & Conn, 2012, Dendromus vernayi Hill & Carter, 1937, Potamonautes adeleae Bott, 1968, Typhlacontias rudebecki Haacke, 1997, Hypotrigona gribodoi (Magretti, 1884), Potamonautes dubius (de Brito Capello, 1873), Hemidactylus newtoni Ferreira, 1897, Hemidactylus aporus Boulenger, 1906, Gurneyacris nigrofasciata Liebermann, 1958, Cercosaura steyeri (Tedesco, 1998), Gastrotheca christiani Laurent, 1967, Liolaemus antumalguen Avila, Morando, Perez & Sites, 2010, Liolaemus montanezi Cabrera & Monguillot, 2006, Liolaemus tregenzai Pincheira-Donoso & Scolaro, 2007, Phymaturus desuetus Scolaro & Tappari, 2009, Liolaemus crandalli Avila, Medina, Perez, Sites & Morando, 2015, Monodelphis unistriata (Wagner, 1842), Numenius borealis (J.R.Forster, 1772), Anodorhynchus glaucus (Vieillot, 1816), Micrathyria ringueleti Rodrigues, 1988, Claravis geoffroyi (Temminck, 1811), Oligosoma infrapunctatum (Boulenger, 1887), Sphenomorphus dekkerae Shea, 2017, Glaphyromorphus arnhemicus (Storr, 1967), Sphenomorphus fragosus Greer & Parker, 1967, Sphenomorphus taylori Burt, 1930, Sphenomorphus cinereus Greer & Parker, 1974, Sphenomorphus schlegeli (Dunn, 1927), Austroablepharus barrylyoni (Couper, Limpus, Mcdonald & Amey, 2010), Sphenomorphus leptofasciatus Greer & Parker, 1974, Tribolonotus ponceleti Kinghorn, 1937, Lerista maculosa Storr, 1991, Sphenomorphus neuhaussi (Vogt, 1911), Ctenotus vagus Horner, 2009, Eugongylus unilineatus (De Rooij, 1915), Ctenotus serotinus Czechura, 1986, Lerista haroldi Storr, 1983, Lerista occulta Smith & Adams, 2007, Nannoscincus humectus Bauer & Sadlier, 2000, Sphenomorphus mimikanus (Boulenger, 1914), Emoia rufilabialis Mccoy & Webber, 1984, Nannoscincus rankini Sadlier, 1987, Sphenomorphus tanneri Greer & Parker, 1967, Sphenomorphus longicaudatus (De Rooij, 1915), Emoia loyaltiensis (Roux, 1913), Lerista puncticauda Storr, 1991, Lygisaurus absconditus (Worthington-Wilmer, Couper, Amey, Zug & Roberts, 2005), Emoia aneityumensis Medway, 1974, Lerista speciosa Storr, 1990, Sphenomorphus louisiadensis (Boulenger, 1903), Emoia erronan Brown, 1991, Sphenomorphus fuscolineatus Greer & Shea, 2004, Lerista ameles Greer, 1979, Sphenomorphus consobrinus (Peters & Doria, 1878), Ctenotus rosarium Couper, Amey & Kutt, 2002, Lygisaurus parrhasius (Couper, Covacevich & Lethbridge, 1994), Lerista nevinae Smith & Adams, 2007, Lerista yuna Storr, 1991, Sphenomorphus oligolepis (Boulenger, 1914), Pseudomys gouldii (Waterhouse, 1839), Conilurus albipes (Lichtenstein, 1829), Pteropus brunneus Dobson, 1878, Potorous platyops (Gould, 1844), Rhinotus albifrons Mauriès, 1980, Lagorchestes leporides (Gould, 1840), Pareremus callabonnensis (Tepper, 1895), Notomys amplus Brazenor, 1936, Notomys longicaudatus (Gould, 1844), Biroella tardigrada Sjöstedt, 1920, Macropus greyi Waterhouse, 1846, Lagorchestes asomatus Finlayson, 1943, Leporillus apicalis (Gould, 1853), Caloprymnus campestris (Gould, 1843), Perameles eremiana Spencer, 1897, Pseudomys glaucus Thomas, 1910, Diporiphora convergens Storr, 1974, Diglossosternoides curiosus Golovatch & Korsós, 1992, Nyctophilus howensis McKean, 1975, Ranoidea piperata (Tyler & Davies, 1985), Taudactylus diurnus Straughan & Lee, 1966, Rheobatrachus silus Liem, 1973, Lerista quadrivincula Shea, 1991, Austroablepharus barrylyoni (Couper, Limpus, Mcdonald & Amey, 2010), Lerista talpina Storr, 1991, Hypselognathus horridus Dawson & Glover, 1982, Ctenotus aphrodite Ingram & Czechura, 1990, Nannocampus subosseus Günther, 1870, Idiotropiscis larsonae (Dawson, 1984), Notiocampus ruber (Ramsay & Ogilby, 1886), Rheobatrachus vitellinus Mahony, Tyler & Davies, 1984, Mitotichthys tuckeri (Scott, 1942), Campichthys galei (Duncker, 1909), Ctenotus zastictus Storr, 1984, Lerista robusta Storr, 1990, Mitotichthys mollisoni (Scott, 1955), Ranoidea nyakalensis (Liem, 1974), Festucalex scalaris (Günther, 1870), Choeroichthys latispinosus Dawson, 1978, Lerista ingrami Storr, 1991, Taudactylus acutirostris (Andersson, 1916), Montigyra kenti Matthai, 1928, Cryptoblepharus wulbu Horner, 2007, Zyzomys pedunculatus (Waite, 1896), Tympanocryptis pentalineata Melville, Smith, Hobson, Hunjan & Shoo, 2014, Cyrtodactylus kimberleyensis Bauer & Doughty, 2012, Glaphyromorphus nyanchupinta Hoskin & Couper, 2014, Aipysurus fuscus (Tschudi, 1837), Hydrophis vorisi Kharin, 1984, Chelodina kuchlingi Cann, 1997, Notomys mordax Thomas, 1922, Onychogalea lunata (Gould, 1840), Chaeropus ecaudatus (Ogilby, 1838), Macrotis leucura (Thomas, 1887), Glaphyromorphus clandestinus Hoskin & Couper, 2004, Notomys macrotis Thomas, 1921, Beddomeia tumida Petterd, 1889, Conilurus capricornensis Cramb & Hocknull, 2010, Bettongia pusilla McNamara, 1997, Hippocampus minotaur Gomon, 1997, Zosterops albogularis Gould, 1837, Micrognathus natans Dawson, 1982, Millepora boschmai De Weerdt & Glynn, 1991, Thylacinus cynocephalus (Harris, 1808), Lerista praefrontalis Greer, 1986, Carinascincus palfreymani (Rawlinson, 1974), Belgrandiella kreisslorum P.L.Reischütz, 1997, Iglica gratulabunda (A.J.Wagner, 1910), Belgrandiella boetersi P.L.Reischütz & Falkner, 1998, Belgrandiella multiformis W.Fischer & P.L.Reischütz, 1995, Pseudophoxinus sojuchbulagi (Abdurakhmanov, 1950), Dreissena caspia Eichwald, 1855, Calathus extensicollis Putzeys, 1873, Nesotes azoricus (Crotch, 1867), Neocnemis occidentalis G.R.Crotch, 1867, Bembidion derelictum Alluaud, 1926, Bradycellus chavesi Alluaud, 1919, Calathus vicenteorum Schatzmayr, 1937, Trechus torretassoi Jeannel, 1937, Pterodroma caribbaea Carte, 1866, Nannocampus weberi Duncker, 1915, Microphis cuncalus (Hamilton, 1822), Rhodonessa caryophyllacea (Latham, 1790), Hydrophis nigrocinctus Daudin, 1803, Alinea lanceolata (Cope, 1863), Erythrolamprus perfuscus (Cope, 1862), Atya brachyrhinus H.H.Jr.Hobbs & C.W.J.Hart, 1982, Mabuya guadeloupae Hedges & Conn, 2012, Scelotes duttoni Broadley, 1990, Latastia siebenrocki (Tornier, 1905), Calotes bhutanensis Biswas, 1975, Eutropis quadratilobus (Bauer & Günther, 1992), Draco biaro Lazell, 1987, Scelotes poensis Bocage, 1895, Epictia undecimstriata (Schlegel, 1839), Potamites ocellatus (Sinitsin, 1930), Liolaemus cranwelli (Donoso-Barros, 1973), Telmatobius espadai De la Riva, 2005, Telmatobius edaphonastes De la Riva, 1995, Telmatobius sibiricus De la Riva & Harvey, 2003, Aphyolebias claudiae Costa, 2003, Allobates mcdiarmidi (Reynolds & Foster, 1992), Telmatobius bolivianus Parker, 1940, Hyloscirtus chlorosteus (Reynolds & Foster, 1992), Bombus rubriventris Lepeletier, 1836, Cycloramphus fuliginosus Tschudi, 1838, Astyanax scabripinnis (Jenyns, 1842), Trichomycterus nigricans Valenciennes, 1832, Eigenmannia microstoma (Reinhardt, 1852), Ossancora fimbriata (Kner, 1855), Trichomycterus punctatissimus Castelnau, 1855, Tetranematichthys quadrifilis (Kner, 1858), Cycloramphus brasiliensis (Steindachner, 1864), Pogonopoma wertheimeri (Steindachner, 1867), Astyanax obscurus (Hensel, 1870), Hypostomus lima (Lütken, 1874), Rhamdiopsis microcephala (Lütken, 1874), Trichomycterus brasiliensis Lütken, 1874, Bagropsis reinhardti Lütken, 1874, Conorhynchos conirostris (Valenciennes, 1840), Corydoras multimaculatus Steindachner, 1907, Pseudauchenipterus affinis (Steindachner, 1877), Pseudauchenipterus jequitinhonhae (Steindachner, 1877), Cyanallagma trimaculatum (Selys, 1876), Corydoras treitlii Steindachner, 1906, Corydoras flaveolus Ihering, 1911, Corydoras xinguensis Nijssen, 1972, Bryconamericus microcephalus (Miranda Ribeiro, 1908), Delturus angulicauda (Steindachner, 1877), Delturus carinotus (La Monte, 1933), Hypostomus vaillanti (Steindachner, 1877), Wertheimeria maculata Steindachner, 1877, Delturus parahybae Eigenmann & Eigenmann, 1889, Brycon ferox Steindachner, 1877, Brycon opalinus (Cuvier, 1819), Brycon insignis Steindachner, 1877, Hypostomus unae (Steindachner, 1878), Rineloricaria teffeana (Steindachner, 1879), Hassar affinis (Steindachner, 1881), Squaliforma annae (Steindachner, 1881), Megadytes ducalis Sharp, 1882, Pimelodella pectinifer Eigenmann & Eigenmann, 1888, Hypostomus macrops (Eigenmann & Eigenmann, 1888), Rineloricaria phoxocephala (Eigenmann & Eigenmann, 1889), Sturisoma brevirostre (Eigenmann & Eigenmann, 1889), Trichomycterus immaculatus (Eigenmann & Eigenmann, 1889), Pimelodella eigenmanni (Boulenger, 1891), Scleronema minutum (Boulenger, 1891), Trigonectes balzanii (Perugia, 1891), Astyanacinus moorii (Boulenger, 1892), Baryancistrus longipinnis (Kindle, 1895), Cycloramphus asper Werner, 1899, Cycloramphus bolitoglossus (Werner, 1897), Calyptura cristata (Vieillot, 1818), Rineloricaria steindachneri (Regan, 1904), Hypostomus paulinus (Ihering, 1905), Hypostomus tietensis (Ihering, 1905), Trichomycterus itatiayae Miranda Ribeiro, 1906, Cycloramphus ohausi (Wandolleck, 1907), Thoropa petropolitana (Wandolleck, 1907), Ancistrus damasceni (Steindachner, 1907), Aspidoras raimundi (Steindachner, 1907), Aspidoras rochai Ihering, 1907, Deuterodon longirostris (Steindachner, 1907), Deuterodon rosae (Steindachner, 1908), Glandulocauda melanopleura (Ellis, 1911), Glandulocauda melanopleura (Ellis, 1911), Pimelodella transitoria Miranda Ribeiro, 1907, Pseudotocinclus tietensis (Ihering, 1907), Pimelodella ignobilis (Steindachner, 1907), Pimelodella kronei (Miranda Ribeiro, 1907), As
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.890 |
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; both teacher heads 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".