Bibliographic record
Abstract
A dataset containing 184300190 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Apatura ilia (Denis & Schiffermüller), 1775, Apatura iris (Linnaeus, 1758), Apatura metis Frey, 1829, Aporia crataegi (Linnaeus, 1758), Araschnia levana (Linnaeus, 1758), Argynnis laodice Pallas, 1771, Argynnis pandora (Denis & Schiffermüller, 1775), Argynnis paphia (Linnaeus, 1758), Boloria euphrosyne (Linnaeus, 1758), Boloria graeca Staudinger, 1870, Brintesia circe (Fabricius, 1775), Carterocephalus silvicola (Meigen, 1829), Celastrina argiolus (Linnaeus, 1758), Coenonympha arcania Linnaeus, 1761, Coenonympha hero (Linnaeus, 1761), Coenonympha leander Esper, 1784, Erebia aethiopellus Hoffmannsegg, 1806, Erebia aethiops Esper, 1777, Erebia euryale Esper, 1777, Erebia ligea (Linnaeus, 1758), Erebia neoridas Boisduval, 1830, Erebia zapateri Oberthür, 1875, Euphydryas intermedia (Ménétriès, 1859), Euphydryas maturna (Linnaeus, 1758), Fabriciana elisa (Godart, 1823), Favonius quercus (Linnaeus, 1758), Gonepteryx rhamni (Linnaeus, 1758), Hipparchia fagi Scopoli, 1763, Hipparchia hermione Linnaeus, 1764, Hipparchia syriaca Staudinger, 1871, Kirinia climene (Esper, 1783), Kirinia roxelana (Cramer, 1777), Laeosopis roboris (Esper, 1790), Lasiommata maera (Linnaeus, 1758), Lasiommata petropolitana (Fabricius, 1787), Libythea celtis (Füssly, 1782), Limenitis populi (Linnaeus, 1758), Limenitis reducta Staudinger, 1901, Lopinga achine (Scopoli, 1763), Melitaea aetherie Hübner, Neptis rivularis (Scopoli, 1763), Neptis sappho Pallas, 1771, Nymphalis antiopa (Linnaeus, 1758), Nymphalis polychloros (Linnaeus, 1758), Nymphalis vaualbum (Denis & Schiffermüller, 1775), Nymphalis xanthomelas (Denis & Schiffermüller), 1775, Pararge aegeria (Linnaeus, 1758), Pieris balcana Lorkovic, 1970, Polygonia c-album (Linnaeus, 1758), Satyrium acaciae (Fabricius, 1787), Satyrium ilicis (Esper, 1779), Satyrium pruni (Linnaeus, 1758), Satyrium w-album (Knoch, 1782), Thecla betulae (Linnaeus, 1758), Alces alces (Linnaeus, 1758), Clethrionomys glareolus (Schreber, 1780), Cucujus cinnaberinus (Scopoli, 1763), Cynodontium suecicum (Arnell & C.E.O.Jensen) I.Hagen, Cypripedium calceolus L., Dama dama (Linnaeus, 1758), Dicranum viride (Sull. & Lesq.) Lindb., Diplazium sibiricum (Turcz. ex Kunze) Kurata, Dryomys nitedula (Pallas, 1778), Alytes obstetricans (Laurenti, 1768), Elaphe longissima (Laurenti, 1768), Eliomys quercinus (Linnaeus, 1766), Eptesicus nilssonii (Keyserling & Blasius, 1839), Felis silvestris Schreber, 1777, Galanthus nivalis L., Genetta genetta (Linnaeus, 1758), Graellsia isabellae Graëlls, 1849, Anguis fragilis Linnaeus, 1758, Helix pomatia Linnaeus, 1758, Apodemus agrarius (Pallas, 1771), Lepus europaeus Pallas, 1778, Leucobryum glaucum (Hedw.) Ångstr., Apodemus flavicollis (Melchior, 1834), Limoniscus violaceus (P.W.J.Müller, 1821), Lucanus cervus (Linnaeus, 1758), Lynx lynx (Linnaeus, 1758), Martes martes (Linnaeus, 1758), Meles meles (Linnaeus, 1758), Apodemus uralensis (Pallas, 1811), Morimus funereus Mulsant, 1862, Muscardinus avellanarius (Linnaeus, 1758), Mustela erminea Linnaeus, 1758, Mustela nivalis Linnaeus, 1766, Myopus schisticolor (Lilljeborg, 1844), Myotis alcathoe von Helversen & Heller, 2001, Myotis bechsteinii (Kuhl, 1817), Myotis brandtii (Eversmann, 1845), Myotis capaccinii (Bonaparte, 1837), Myotis daubentonii (Kuhl, 1817), Myotis emarginatus (E.Geoffroy, 1806), Myotis myotis (Borkhausen, 1797), Myotis mystacinus (Kuhl, 1817), Myotis nattereri (Kuhl, 1817), Myoxus glis (Linnaeus, 1766), Nyctalus lasiopterus (Schreber, 1780), Nyctalus leisleri (Kuhl, 1817), Nyctalus noctula (Schreber, 1774), Nyctereutes procyonoides (Gray, 1834), Orthotrichum rogeri Brid., Osmoderma eremita (Scopoli, 1763), Ovibos moschatus (Zimmermann, 1780), Parnassius mnemosyne (Linnaeus, 1758), Pelodytes caucasicus Boulenger, 1896, Pholidoptera transsylvanica (Fischer, 1853), Pipistrellus nathusii (Keyserling & Blasius, 1839), Pipistrellus pipistrellus (Schreber, 1774), Pipistrellus pygmaeus (Leach, 1825), Pipistrellus savii (Bonaparte, 1837), Plecotus auritus (Linnaeus, 1758), Procyon lotor (Linnaeus, 1758), Rana arvalis Nilsson, 1842, Rana dalmatina Fitzinger, 1838, Rana latastei Boulenger, 1879, Rana macrocnemis Boulenger, 1885, Rangifer tarandus (Linnaeus, 1758), Rhinolophus euryale Blasius, 1853, Rhinolophus ferrumequinum (Schreber, 1774), Rhinolophus hipposideros (Bechstein, 1800), Rhinolophus mehelyi Matschie, 1901, Rhododendron luteum Sweet, Rhysodes sulcatus (Fabricius, 1787), Rosalia alpina (Linnaeus, 1758), Ruscus aculeatus L., Salamandra atra Laurenti, 1768, Salamandra lanzai Nascetti, Andreone, Capula & Bullini, 1988, Salamandra salamandra (Linnaeus, 1758), Sciurus carolinensis Gmelin, 1788, Sciurus vulgaris Linnaeus, 1758, Barbastella barbastellus (Schreber, 1774), Sicista betulina (Pallas, 1779), Sorex araneus Linnaeus, 1758, Sorex caecutiens Laxmann, 1788, Sorex coronatus Millet, 1828, Sorex minutus Linnaeus, 1766, Stephanopachys linearis (Kugelann, 1792), Stephanopachys substriatus (Paykull, 1800), Sus scrofa Linnaeus, 1758, Syringa josikaea J.Jacq. ex Rchb., Tadarida teniotis (Rafinesque, 1814), Talpa caeca Savi, 1822, Tamias sibiricus (Laxmann, 1769), Tayloria rudolphiana (Garov.) Bruch & Schimp., Testudo hermanni Gmelin, 1789, Triturus alpestris (Laurenti, 1768), Triturus carnifex (Laurenti, 1768), Triturus dobrogicus (Kiritzescu, 1903), Triturus helveticus (Razoumovsky, 1789), Triturus karelinii (Strauch, 1870), Triturus marmoratus (Latreille, 1800), Triturus vulgaris (Linnaeus, 1758), Ursus arctos Linnaeus, 1758, Vespertilio murinus Linnaeus, 1758, Vipera berus (Linnaeus, 1758), Vipera kaznakovi Nikolsky, 1909, Vulpes vulpes (Linnaeus, 1758), Xestia borealis Nordström, 1933, Bison bonasus (Linnaeus, 1758), Bombina bombina (Linnaeus, 1761), Boros schneideri (Panzer, 1795), Bufo bufo (Linnaeus, 1758), Buxbaumia viridis (Moug. ex DC.) Brid. ex Moug. & Nestl., Calamagrostis chalybaea (Laest.) Fr., Callimorpha quadripunctaria (Poda, 1761), Calypso bulbosa (L.) Oakes, Canis lupus Linnaeus, 1758, Capreolus capreolus (Linnaeus, 1758), Castor fiber Linnaeus, 1758, Cerambyx cerdo Linnaeus, 1758, Cervus elaphus Linnaeus, 1758, Chalcides striatus (Cuvier, 1829), Elona quimperiana (Blainville, 1821), Geomalacus maculosus Allman, 1843, Muntiacus reevesi (Ogilby, 1839), Mustela putorius Linnaeus, 1758, Narcissus bulbocodium L., Podarcis bocagei (Lopez-Seoane, 1885), Scrophularia herminii Hoffmanns. & Link, Talpa europaea Linnaeus, 1758, Trichomanes speciosum Willd., Veronica micrantha Hoffmanns. & Link, Vipera latastei Bosca, 1878, Woodwardia radicans (L.) Sm., Bombina variegata (Linnaeus, 1758), Cervus nippon Temminck, 1838, Crocidura suaveolens (Pallas, 1811), Culcita macrocarpa C.Presl, Dichelyma capillaceum (Dicks.) Myrin, Rana ridibunda Pallas, 1771, Microtus subterraneus (Selys-Longchamps, 1836), Anthrenochernes stellae Lohmander, 1939, Pulsatilla vulgaris subsp. gotlandica (Johanss.) Zämelis & Paegle, Salamandrella keyserlingii Dybowski, 1870, Cephalozia macounii (Austin) Austin, Herzogiella turfacea (Lindb.) Z.Iwats., Martes foina (Erxleben, 1777), Odocoileus virginianus (Zimmermann, 1780), Pytho kolwensis Sahlberg, 1833, Rangifer tarandus fennicus Lönnberg, 1909, Sorbus teodorii Liljef., Xyletinus tremulicola Kangas, 1958, Castor canadensis Kuhl, 1820, Erinaceus concolor Martin, 1838, Gulo gulo (Linnaeus, 1758), Moehringia lateriflora (L.) Fenzl, Pteromys volans (Linnaeus, 1758), Pulsatilla patens (L.) Mill., Rana temporaria Linnaeus, 1758, Triturus cristatus (Laurenti, 1768), Vertigo angustior Jeffreys, 1830, Xylomoia strix Mikkola, 1980, Cinna latifolia (Trevir. ex Göpp.) Griseb., Lepus timidus Linnaeus, 1758, Agrimonia pilosa Ledeb., Rana graeca Boulenger, 1891, Algyroides nigropunctatus (Duméril & Bibron, 1839), Lynx pardinus (Temminck, 1827), Macrothele calpeiana (Walckenaer, 1805), Scrophularia sublyrata Brot., Asphodelus bento-rainhae P.Silva, Talpa occidentalis Cabrera, 1907, Triturus boscai (Lataste, 1879), Algyroides fitzingeri (Wiegmann, 1834), Callosciurus erythraeus (Pallas, 1779), Algyroides marchi Valverde, 1958, Algyroides moreoticus Bibron & Bory, 1833, Cervus elaphus corsicanus Erxleben, 1777, Crocus etruscus Parl., Euphorbia transtagana Boiss., Himantoglossum adriaticum H.Baumann, Lyciasalamandra helverseni (Pieper, 1963), Mandragora officinarum L., Phoenix theophrasti Greuter, Rana lessonae Camerano, 1882, Salamandra corsica Savi, 1838, Scilla odorata Link, Sciurus anomalus Gmelin, 1778, Seseli intricatum Boiss., Ovis aries Linnaeus, 1758, Axis axis (Erxleben, 1777), Chioglossa lusitanica Bocage, 1864, Apodemus sylvaticus (Linnaeus, 1758), Miniopterus schreibersii (Kuhl, 1817), Myotis dasycneme (Boie, 1825), Mannia triandra (Scop.) Grolle, Lacerta vivipara Von Jacquin, Vipera nikolskii Vedmederya, Grubant & Rudajewa, 1986, Elaphe sauromates (Pallas, 1811), Eptesicus serotinus (Schreber, 1774), Hyla savignyi Audouin, 1827, Tetrastes bonasia (Linnaeus, 1758), Phylloscopus orientalis (C.L.Brehm, 1855), Ciconia nigra (Linnaeus, 1758), Bucephala clangula (Linnaeus, 1758), Pernis apivorus (Linnaeus, 1758), Milvus migrans (Boddaert, 1783), Milvus milvus (Linnaeus, 1758), Haliaeetus albicilla (Linnaeus, 1758), Aegypius monachus (Linnaeus, 1766), Circaetus gallicus (Gmelin, 1788), Buteo buteo (Linnaeus, 1758), Buteo lagopus (Pontoppidan, 1763), Aquila pomarina C.L.Brehm, 1831, Aquila clanga Pallas, 1811, Aquila chrysaetos (Linnaeus, 1758), Hieraaetus pennatus (Gmelin, 1788), Pandion haliaetus (Linnaeus, 1758), Falco tinnunculus Linnaeus, 1758, Falco vespertinus Linnaeus, 1766, Falco columbarius Linnaeus, 1758, Falco subbuteo Linnaeus, 1758, Scolopax rusticola Linnaeus, 1758, Numenius phaeopus (Linnaeus, 1758), Tringa ochropus Linnaeus, 1758, Columba oenas Linnaeus, 1758, Streptopelia turtur (Linnaeus, 1758), Cuculus can
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 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.358 | 0.479 |
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".