Bibliographic record
Abstract
A dataset containing 49892728 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Hamearis lucina (Linnaeus, 1758), Iphiclides feisthamelii (Duponchel, 1832), Iphiclides podalirius (Linnaeus, 1758), Archon apollinus (Herbst, 1798), Parnassius apollo (Linnaeus, 1758), Parnassius mnemosyne (Linnaeus, 1758), Parnassius phoebus (Fabricius, 1793), Zerynthia caucasica (Lederer, 1864), Zerynthia rumina (Linnaeus, 1758), Zerynthia cretica (Rebel, 1904), Zerynthia cassandra, Zerynthia polyxena (Denis & Schiffermüller), 1775, Zerynthia cerisy (Godart, 1824), Papilio hospiton Géné, 1839, Papilio machaon Linnaeus, 1758, Papilio alexanor Esper, 1800, Catopsilia florella (Fabricius, 1775), Aporia crataegi (Linnaeus, 1758), Gonepteryx farinosa (Zeller, 1847), Gonepteryx rhamni (Linnaeus, 1758), Gonepteryx cleobule (Hübner, 1825), Gonepteryx maderensis Felder, 1862, Gonepteryx cleopatra (Linnaeus, 1767), Colotis evagore (Klug, 1829), Pontia edusa (Fabricius, 1777), Pontia chloridice (Hübner, 1813), Pontia callidice (Hübner, 1800), Pontia daplidice (Linnaeus, 1758), Anthocharis gruneri Herrich-Schäffer, 1851, Anthocharis cardamines (Linnaeus, 1758), Anthocharis damone Boisduval, 1836, Anthocharis euphenoides Staudinger, 1869, Euchloe crameri Butler, 1869, Euchloe eversi Stamm, 1963, Euchloe grancanariensis Acosta, 2008, Euchloe insularis (Staudinger, 1861), Euchloe belemia (Esper, 1800), Euchloe hesperidum Rothschild, 1913, Euchloe bazae Fabiano, 1993, Euchloe simplonia (Boisduval, 1828), Euchloe charlonia (Donzel, 1842), Euchloe ausonia (Hübner, 1804), Euchloe tagis (Hübner, 1804), Euchloe penia (Freyer, 1851), Leptidea juvernica Williams, 1946, Leptidea duponcheli (Staudinger, 1871), Leptidea morsei Fenton, 1881, Leptidea reali Reissinger, 1990, Leptidea sinapis (Linnaeus, 1758), Zegris pyrothoe (Eversmann, 1832), Zegris eupheme (Esper, 1804), Pieris ergane (Geyer, 1828), Pieris krueperi Staudinger, 1860, Pieris cheiranthi Hübner, 1816, Pieris wollastoni (Butler, 1886), Pieris bryoniae (Hübner, 1806), Pieris mannii (Mayer, 1851), Pieris balcana Lorkovic, 1970, Pieris napi (Linnaeus, 1758), Pieris rapae (Linnaeus, 1758), Pieris brassicae (Linnaeus, 1758), Colias erate (Esper, 1805), Colias phicomone (Esper, 1780), Colias alfacariensis Ribbe, 1905, Colias caucasica Staudinger, 1871, Colias hyale (Linnaeus, 1758), Colias chrysotheme (Esper, 1777), Colias myrmidone (Esper, 1781), Colias tyche (Böber, 1812), Colias palaeno (Linnaeus, 1761), Colias hecla Lefèbvre, 1836, Colias aurorina Herrich-Schäffer, 1850, Colias croceus (Geoffroy, 1785), Aphantopus hyperantus (Linnaeus, 1758), Charaxes jasius (Linnaeus, 1767), Hypolimnas misippus Linnaeus, 1764, Araschnia levana (Linnaeus, 1758), Arethusana arethusa (Denis & Schiffermüller), 1775, Libythea celtis (Füssly, 1782), Pyronia cecilia Vallantin, 1894, Pyronia bathseba (Fabricius, 1793), Pyronia tithonus (Linnaeus, 1771), Minois dryas (Scopoli, 1763), Hyponephele lycaon von Rottemburg, 1775, Hyponephele huebneri Koçak, 1980, Hyponephele lupinus Costa, 1836, Argynnis laodice Pallas, 1771, Argynnis pandora (Denis & Schiffermüller, 1775), Argynnis paphia (Linnaeus, 1758), Polygonia egea (Cramer, 1779), Polygonia c-album (Linnaeus, 1758), Lopinga achine (Scopoli, 1763), Proterebia phegea, Speyeria aglaja (Linnaeus, 1758), Kirinia roxelana (Cramer, 1777), Kirinia climene (Esper, 1783), Chazara briseis (Linnaeus, 1764), Chazara prieuri (Pierret, 1837), Chazara persephone (Hübner, 1805), Euphydryas aurinia (Rottemburg, 1775), Euphydryas maturna (Linnaeus, 1758), Euphydryas iduna (Dalman, 1816), Euphydryas intermedia (Ménétriès, 1859), Euphydryas desfontainii (Godart, 1819), Euphydryas cynthia (Dennis & Schiffermüller), 1775, Pararge aegeria (Linnaeus, 1758), Pararge xiphia Boisduval, 1832, Pararge xiphioides Staudinger, 1871, Brenthis daphne (Bergsträsser, 1780), Brenthis ino (von Rottemburg, 1775), Brenthis hecate (Denis & Schiffermüller), 1775, Satyrus virbius Herrich-Schäffer, 1844, Satyrus actaea Esper, 1781, Satyrus ferula Fabricius, 1793, Danaus chrysippus (Linnaeus, 1758), Danaus plexippus (Linnaeus, 1758), Apatura metis Frey, 1829, Apatura ilia (Denis & Schiffermüller), 1775, Apatura iris (Linnaeus, 1758), Aglais ichnusa (Bonelli, 1826), Aglais urticae (Linnaeus, 1758), Aglais io (Linnaeus, 1758), Issoria lathonia (Linnaeus, 1758), Issoria eugenia (Eversmann, 1847), Oeneis jutta Hübner, 1806, Oeneis tarpeia Pallas, 1771, Oeneis polixenes Fabricius, 1775, Oeneis melissa (Fabricius, 1775), Oeneis bore Esper, 1790, Oeneis norna Thunberg, 1791, Oeneis magna Graeser, 1888, Oeneis ammon Elwes, 1899, Oeneis glacialis Schrank, 1783, Limenitis populi (Linnaeus, 1758), Limenitis reducta Staudinger, 1901, Limenitis camilla (Linnaeus, 1764), Brintesia circe (Fabricius, 1775), Melanargia ines Hoffmannsegg, 1804, Melanargia occitanica (Esper, 1793), Melanargia galathea Meinhard, Melanargia russiae Esper, 1783, Melanargia arge Sulzer, 1776, Melanargia pherusa Boisduval, 1832, Melanargia larissa Hübner, 1827, Melanargia lachesis Hübner, 1790, Nymphalis vaualbum (Denis & Schiffermüller, 1775), Nymphalis antiopa (Linnaeus, 1758), Nymphalis polychloros (Linnaeus, 1758), Nymphalis xanthomelas (Esper, 1781), Vanessa cardui (Linnaeus, 1758), Vanessa vulcania Godart, 1819, Vanessa atalanta (Linnaeus, 1758), Vanessa virginiensis (Drury, 1773), Melitaea varia Herrich-Schaeffer, 1851, Melitaea ornata Christoph, 1893, Melitaea celadussa Fruhstorfer, 1910, Melitaea athalia Wachtelweizen-Scheckenfalter, Melitaea deione (Geyer, 1832), Melitaea aurelia Nickerl, 1850, Melitaea asteria Freyer, 1828, Melitaea arduinna Esper, 1783, Melitaea didyma Esper, 1780, Melitaea trivia (Denis & Schiffermüller), 1775, Melitaea parthenoides Keferstein, 1851, Melitaea aetherie Hübner, Melitaea britomartis Assmann, 1847, Melitaea phoebe (Denis & Schiffermüller), 1775, Melitaea diamina (Lang, 1789), Melitaea cinxia Linnaeus, 1758, Lasiommata deidamia (Eversmann, 1851), Lasiommata petropolitana (Fabricius, 1787), Lasiommata maera (Linnaeus, 1758), Lasiommata megera (Linnaeus, 1767), Lasiommata paramegaera (Hübner, 1824), Fabriciana elisa (Godart, 1823), Fabriciana adippe (Denis & Schiffermüller), 1775, Fabriciana niobe (Linnaeus, 1761), Neptis rivularis (Scopoli, 1763), Neptis sappho Pallas, 1771, Ypthima asterope Klug, 1832, Erebia palarica Chapman, 1905, Erebia dabanensis Erschoff, 1871, Erebia claudina Borkhausen, 1788, Erebia ligea (Linnaeus, 1758), Erebia melas Herbst, 1796, Erebia neoridas Freyer, 1833, Erebia mnestra Hübner, 1802, Erebia orientalis Elwes, 1900, Erebia oeme Hübner, 1803, Erebia pluto Fereday, 1872, Erebia epiphron Knoch, 1783, Erebia sthennyo Graslin, 1850, Erebia arvernensis Oberthür, 1908, Erebia fasciata Butler, 1868, Erebia aethiopellus Hoffmannsegg, 1806, Erebia polaris Staudinger, 1861, Erebia styx Bang-Haas, 1927, Erebia calcarius Lorkovic, 1953, Erebia stirius Godart, 1823, Erebia ottomana Herrich-Schäffer, 1847, Erebia aethiops Esper, 1777, Erebia gorgone Boisduval, 1833, Erebia pandrose (Borkhausen, 1788), Erebia cassioides Reiner & Hochenwarth, 1792, Erebia tyndarus Esper, 1777, Erebia callias Edwards, 1871, Erebia pharte Esper, 1777, Erebia sudetica Staudinger, 1861, Erebia rhodopensis Nicholl, 1900, Erebia rondoui Oberthür, 1908, Erebia flavofasciata Heyne, 1895, Erebia disa Thunberg, 1791, Erebia edda Ménétriés, 1854, Erebia cyclopius Eversmann, 1844, Erebia euryale Esper, 1777, Erebia jeniseiensis Trybom, 1877, Erebia epistygne Hübner, 1816, Erebia medusa (Denis & Schiffermüller), 1775, Erebia pronoe Kirby, 1871, Erebia christi Rätzer, 1890, Erebia scipio Boisduval, 1832, Erebia hispania Butler, 1868, Erebia zapateri Oberthür, 1875, Erebia neleus Freyer, 1833, Erebia nivalis Lorkovic & De Lesse, 1954, Erebia gorge Esper, 1800, Erebia manto (Dennis & Schiffermüller), 1775, Erebia triarius von Prunner, 1798, Erebia embla Thunberg, 1791, Erebia roosi Arnscheid & Sterba, 1978, Erebia meolans von Prunner, 1798, Erebia discoidalis Kirby, 1837, Erebia melampus Füssly, 1775, Erebia alberganus von Prunner, 1798, Erebia eriphyle (Freyer, 1836), Erebia montanus von Prunner, 1798, Erebia lefebvrei Duponchel, Boloria angarensis (Erschoff, 1870), Boloria thore (Hübner, 1803), Boloria selenis (Eversmann, 1837), Boloria tritonia (Bober, 1812), Boloria euphrosyne (Linnaeus, 1758), Boloria titania (Esper, 1793), Boloria alaskensis (Holland, 1900), Boloria improba (Butler, 1877), Boloria oscarus (Eversmann, 1844), Boloria selene (Denis & Schiffermüller), 1775, Boloria freija (Thunberg, 1791), Boloria aquilonaris (Stichel, 1908), Boloria eunomia (Esper, 1799), Boloria chariclea (Schneider, 1794), Boloria pales (Denis & Schiffermüller), 1775, Boloria frigga (Thunberg, 1791), Boloria dia (Linnaeus, 1767), Boloria graeca Staudinger, 1870, Boloria polaris (Boisduval, 1828), Boloria napaea (Hübner), Pseudochazara amymone Brown, 1976, Pseudochazara mercurius Staudinger, 1887, Pseudochazara geyeri Herrich-Schäffer, 1846, Pseudochazara anthelea (Hübner, 1824), Pseudochazara amalthea, Pseudochazara graeca Brown, Pseudochazara tisiphone Brown, 1980, Pseudochazara cingovskii Brown, Pseudochazara orestes de Prins & van der Poorten, 1981, Pseudochazara euxina (Kuznetsov, 1909), Pseudochazara williamsi Rommei, 1927, Coenonympha dorus Esper, 1782, Coenonympha arcania Linnaeus, 1761, Coenonympha glycerion Borkhausen, 1788, Coenonympha gardetta von Prunner, 1798, Coenonympha leander Esper, 1784, Coenonympha phryne (Pallas, 1771), Coenonympha pamphilus (Linnaeus, 1758), Coenonympha oedippus Fabricius, 1787, Coenonympha orientalis Rebel, 1910, Coenonympha corinna Hübner, 1803, Coenonympha amaryllis Cramer, 1782, Coenonympha rhodopensis Elwes, 1900, Coenonympha tullia Müller, 1764, Coenonympha thyrsis Freyer, 1846, Coenonympha hero (Linnaeus, 1761), Hipparchia sbordonii Kudrna, 1984, Hipparchia aristaeus Bonelli, 1826, Hipp
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 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.353 | 0.455 |
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".