Bibliographic record
Abstract
A dataset containing 1395685 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Acalles argillosus Boheman, 1837, Acalles pilula Hustache, 1936, Acalles sonchi Stüben, 2000, Acanthovalva inconspicuaria (Hübner, 1819), Achipteria coleoptrata (Linnaeus, 1758), Aclastus transversalis Horstmann, 1980, Acrosternum millierei (Mulsant & Rey, 1866), Rhysotritia ardua (Koch, 1841), Adela paludicolella Zeller, 1850, Aedes japonicus (Theobald, 1901), Agapanthia suturalis (Fabricius, 1787), Agelena labyrinthica (Clerck, 1757), Agenioideus excisus (Morawitz, 1890), Agonopterix comitella Lederer, 1855, Agria housei Shewell, 1971, Agromyza idaeiana Hardy, 1853, Agrypnus murinus (Linnaeus, 1758), Aiolopus strepens (Latreille, 1804), Aleochara irmgardis Vogt, 1954, Aliolus lepidus, Allagelena gracilens (C.L.Koch, 1841), Allothrombium fuliginosum (Hermann, 1804), Allotrichoma filiforme Becker, 1896, Alloxysta ramulifera (Thomson, 1862), Alopecosa cuneata (Clerck, 1757), Alopecosa pulverulenta (Clerck, 1757), Altica carinthiaca (Weise, 1888), Ameles heldreichi Brunner, 1882, Ameles spallanzania Rossi, 1792, Amilenus aurantiacus (Simon, 1881), Anaceratagallia lithuanica Vilbaste, 1974, Andrena hesperia Smith, 1853, Anelosimus vittatus (C.L.Koch, 1836), Anteon collare (Dalman, 1818), Anthomyia bazini Séguy, 1929, Anthonomus rectirostris (C.Linnaeus, 1758), Anthribus nebulosus J.R.Forster, 1770, Anyphaena accentuata (Walckenaer, 1802), Aphaenogaster simonellii Emery, 1894, Apocatops nigrita (Erichson, 1837), Aporus bicolor Spinola, 1808, Aprionus cardiophorus Mamaev, 1963, Arachnocephalus vestitus Costa, 1855, Archips grisea (Robinson, 1869), Argas reflexus Fabricius, 1794, Argiope bruennichi (Scopoli, 1772), Armadillidium nasatum Budde-Lund, 1885, Armadillidium pulchellum (Zenker, 1798), Armadillidium vulgare (Latreille, 1804), Asteia beata Aldrich, 1915, Atherigona reversura Villeneuve, 1936, Atractothrombium sylvaticum, Auletobius anceps Voss, 1922, Bactrocera oleae (Rossi, 1790), Balclutha abdominalis (Van Duzee, 1892), Barycnemis alpina (Strobl, 1901), Bathyphantes gracilis (Blackwall, 1841), Bemisia afer (Priesner & Hosny, 1934), Bemisia tabaci (Gennadius, 1889), Blaniulus guttulatus (Fabricius, 1798), Botanophila laterella (Collin, 1967), Bothynotus pilosus (Boheman, 1852), Brachydesmus pigmentatus Attems, 1951, Brachydesmus superus Latzel, 1884, Bradysia transitata Rudzinski & Baumjohann, 2013, Bradysia xenoreflexa Mohrig & Menzel, 1993, Brevicornu arcticoides Caspers, 1985, Bruchidius quinqueguttatus (Olivier, 1795), Bruchidius trifolii (Motschulsky, 1874), Bryophaenocladius flavoscutellatus (Malloch, 1915), Bryophaenocladius nigrus Albu, 1974, Calacalles pusillus Bahr, 2000, Callilepis nocturna (Linnaeus, 1758), Calliptamus barbarus (Costa, 1836), Callopistromyia annulipes (Macquart, 1855), Campiglossa bidentis, Campodea silvestrii Bagnall, 1918, Camponotus baldaccii Emery, 1908, Camptomyia abnormis Mamaev, 1961, Capitites ramulosa (Loew, 1844), Caradrina levantina Hacker, 2004, Ceratina minutula, Elachiptera flaviceps Sabrosky, 1948, Ceratophysella bengtssoni (H.Ågren, 1904), Brachypogon sociabilis (Goetghebuer, 1920), Ceresa bubalus Fabricius, Ceromya ontario (Curran, 1933), Cetema elongatum (Meigen, 1830), Chalarus holosericeus (Meigen, 1824), Chalarus immanis Kehlmaier, 2008, Chamobates borealis (Trägårdh, 1902), Chamobates cuspidatus (Michael, 1884), Cheilosia bardus (Harris, 1780), Cheiracanthium punctorium (Villers, 1789), Chelonus aberrans Tobias, 1964, Chelonus andrievskii Tobias, 1972, Chironomus curabilis Belyanina, Sigareva & Loginova, 1990, Chironomus pseudomendax Wülker, 1999, Chironomus flaviplumus Tokunaga, 1940, Chirosia nigripes Bezzi, 1895, Choneiulus palmatus (Nĕmec, 1895), Chorebus abaris (Nixon, 1943), Chorthippus cazurroi (Bolívar, 1898), Chrysis fulgida Linnaeus, 1761, Chrysoperla agilis Henry et al., 2003, Chrysoperla nipponensis (Okamoto, 1914), Chrysopilus cristatus (Fabricius, 1775), Claremontia puncticeps (Konow, 1886), Nanna fasciata (Meigen, 1826), Nanna leucostoma (Zetterstedt, 1846), Clubiona brevipes Blackwall, 1841, Clubiona comta C.L.Koch, 1839, Clubiona corticalis (Walckenaer, 1802), Clubiona neglecta O.Pickard-Cambridge, 1862, Clubiona pallidula (Clerck, 1757), Clubiona phragmitis C.L.Koch, 1843, Clubiona reclusa O.Pickard-Cambridge, 1863, Clubiona stagnatilis Kulczyński, 1897, Clubiona terrestris Westring, 1851, Clusiodes gentilis (Collin, 1912), Coccopsilis obscurus (Mamaev, 1964), Coccopsilis paneliusi (Yukawa, 1971), Collyria catoptron Wahl, 2007, Collyria trichophthalma (Thomson, 1877), Conioscinella triorbiculata (Sabrosky, 1940), Contarinia loti (De Geer, 1776), Corynoptera subcavipes Menzel & Smith, 2007, Corynoptera umbrata Hippa & Menzel, 2010, Creator spissicornis (Hellen, 1966), Cricotopus pilicauda Hirvenoja, 1973, Crioceris bicruciata Sahlberg, 1823, Criorhina floccosa (Meigen, 1822), Crossocerus subulatus (Dahlbom, 1845), Cryptophilus propinquus Reitter, 1874, Cryptops hortensis Donovan, 1810, Cryptopygus tricuspis Enderlein, 1909, Cubocephalus lacteator (Gravenhorst, 1829), Cucullia calendulae Treitschke, 1835, Cycetogamasus diviortus (Athias-Henriot, 1967), Cylindroiulus britannicus (Verhoeff, 1891), Cylindroiulus caeruleocinctus (Wood, 1864), Cylindroiulus truncorum (Silvestri, 1896), Cyphodema instabilis (Lucas, 1849), Dasyhelea arenivaga Macfie, 1943, Dasyhelea incisurata Remm, 1962, Dasyopa triangulata (Becker, 1912), Dasyphora cyanella (Meigen, 1826), Dasyphora cyanicolor (Zetterstedt, 1845), Delplanqueia inscriptella (Duponchel, 1836), Depressaria adustatella Turati, 1927, Deraeocoris schach (Fabricius, 1781), Dermatophagoides farinae A.M.Hughes, 1961, Desoria tigrina J.Stach, 1947, Desoria trispinata (Mac Gillivray, 1896), Dicaelotus punctiventris (Thomson, 1891), Dichromacalles dromedarius (Boheman, 1844), Dicranomyia lutea (Meigen, 1804), Dicranopalpus ramosus (Simon, 1909), Dicyrtoma fusca (J.Lubbock, 1873), Dicyrtomina ornata (H.Nicolet, 1842), Dicyrtomina saundersi (J.Lubbock, 1862), Dinera fuscata Zhang, Wang & Liu, 2006, Divellepidosis armilla (Mamaev, 1994), Divellepidosis vulgata Jaschhof & Jaschhof, 2013, Docosia fumosa Edwards, 1925, Dolicharthria bruguieralis (Duponchel, 1833), Gymnopternus metallicus (Stannius, 1831), Dolichopus nubilus Meigen, 1824, Dolichosciara flavipes (Meigen, 1804), Dorylomorpha spinosa Albrecht, 1979, Drassodes lapidosus (Walckenaer, 1802), Drosophila suzukii (Matsumura, 1931), Dusona minor (Provancher, 1879), Echinodera gomerensis Stüben, 2000, Ectopsocus californicus (Banks, 1903), Elachisoma aterrimum (Haliday, 1833), Elachista metella Kaila, 2002, Endothenia sororiana (Herrich-Schäffer, 1851), Entomobrya marginata (Tullberg, 1871), Entomobrya multifasciata (Tullberg, 1871), Entomobrya muscorum (H.Nicolet, 1842), Entomobrya nivalis Linnaeus, 1758, Epichnopterix alpina Heylaerts, 1900, Episyrphus viridaureus (Wiedemann, 1824), Epuraea imperialis (Reitter, 1877), Eubazus fascipalpis, Euchromius rayatellus (Amsel, 1949), Euchromius superbellus (Zeller, 1849), Eucosma fulvana (Stephens, 1834), Eudorylas furvulus Collin, 1956, Eudorylas ruralis (Meigen, 1824), Eulimosina ochripes (Meigen, 1830), Eumerus pulchellus Loew, 1848, Eumerus pusillus Loew, 1848, Eumerus sulcitibius Rondani, 1868, Euphyllura phillyreae Foerster, 1848, Euscelis aemulans (Kirschbaum, 1868), Euscelis alsius Ribaut, 1952, Euscelis sordida (Zetterstedt, 1828), Eutettix variabilis Hepner, 1942, Euura bipartita (Audinet-Serville, 1823), Euura brevivalvis (Thomson, 1871), Euura flavescens (Stephens, 1835), Euura frenalis (Thomson, 1888), Euura myosotidis Fabricius, 1804, Euura nigricornis (Audinet-Serville, 1823), Euxesta notata (Wiedemann, 1830), Exochomus nigripennis (Erichson, 1843), Fagocyba douglasi (Edwards, 1878), Fannia borealis Chillcott, 1961, Fannia lucidula (Zetterstedt, 1860), Fannia nidica Collin, 1939, Fannia norvegica Ringdahl, 1934, Ficusacalles senilis, Folsomia candida V.Willem, 1902, Formica gerardi Bondroit, 1917, Fosseremus laciniatus (Berlese, 1905), Gabrius appendiculatus Sharp, 1910, Gaeolaelaps aculeifer (G.Canestrini, 1884), Gaurax pallidipes Malloch, 1915, Gelis cayennator (Thunberg, 1822), Gelis tenellus (Say, 1835), Geomyza majuscula (Loew, 1864), Geophilus flavus De Geer, 1778, Geophilus alpinus Meinert, 1870, Chamobates birulai (Kulczynski, 1902), Glyptapanteles fulvipes (Haliday, 1834), Gomphocerippus corsicus (Chopard, 1923), Graphosoma italicum (O.F.Müller, 1766), Guanchia hincksi (Burr, 1947), Hadrodactylus idari Kasparyan & Shaw, 2009, Hapleginella laevicollis (Zetterstedt, 1858), Haplophthalmus mengii (Zaddach, 1844), Harnischia fuscimana Kieffer, 1921, Hedychrum gerstaeckeri Chevrier, 1869, Helina cilipes (Schnabl, 1889), Helophorus brevipalpis Bedel, 1881, Platynothrus peltifer (Koch, 1839), Hemitrichapion gomerense, Hermetia illucens (Linnaeus, 1758), Hesperorrhynchus hesperus (Wollaston, 1864), Hilara quadrifasciata Chvála, 2002, Hirtodrosophila cameraria (Haliday, 1833), Holoscolia majorella Rebel, 1902, Homoneura interstincta (Fallén, 1820), Homophthalmus rugicollis (Mulsant & Rey, 1853), Homotropus pallipes (Gravenhorst, 1829), Homotropus signatus (Gravenhorst, 1829), Hoplitis manicata (Morice, 1901), Hybomitra auripila (Meigen, 1820), Hydrotaea ringdahli Stein, 1916, Hygrobates longipalpis (Hermann, 1804), Hygroplitis basarukini Kotenko, 1993, Hylaeus imparilis Förster, 1871, Hypogastrura purpurescens (J.Lubbock, 1870), Hyposoter frigidus (Lundbeck, 1897), Ichneumon macilentus (Tischbein, 1881), Ilisia maculata (Meigen, 1804), Involvulus cupreus (C.Linnaeus, 1758), Ischnosoma splendidum (Gravenhorst, 1806), Isotoma viridis C.Bourlet, 1839, Isotomurus maculatus (Schäffer, 1896), Verrallia fasciata Hardy, 1939, Keroplatus tipuloides Bosc, Kleidotoma affinis Cameron, 1889, Empoasca luda Davidson & DeLong, 1938, Lamprochernes chy
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.108 | 0.049 |
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".