Bibliographic record
Abstract
A dataset containing 656353173 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Aglais io (Linnaeus, 1758), Aglais urticae (Linnaeus, 1758), Agriades aquilo Aurivillius, Agriades glandon (von Prunner, 1798), Agriades optilete (Knoch, 1781), Agriades orbitulus (de Prunner, 1798), Agriades pyrenaica (Boisduval, 1840), Agriades zullichi Hemming, 1933, Anthocharis cardamines (Linnaeus, 1758), Anthocharis damone Boisduval, 1836, Anthocharis euphenoides Staudinger, 1869, Anthocharis gruneri Herrich-Schäffer, 1851, Apatura ilia (Denis & Schiffermüller), 1775, Apatura iris (Linnaeus, 1758), Apatura metis Frey, 1829, Aphantopus hyperantus (Linnaeus, 1758), Aporia crataegi (Linnaeus, 1758), Araschnia levana (Linnaeus, 1758), Archon apollinus (Herbst, 1798), Arethusana arethusa (Denis & Schiffermüller), 1775, Argynnis laodice Pallas, 1771, Argynnis pandora (Denis & Schiffermüller, 1775), Argynnis paphia (Linnaeus, 1758), Aricia agestis (Denis & Schiffermüller), 1775, Aricia anteros (Freyer, 1838), Aricia artaxerxes (Fabricius, 1793), Aricia cramera (Eschscholtz, 1821), Aricia montensis Verity, 1928, Aricia morronensis (Ribbe, 1910), Aricia nicias (Meigen, 1829), Boloria aquilonaris (Stichel, 1908), Boloria chariclea (Schneider, 1794), Boloria dia (Linnaeus, 1767), Boloria eunomia (Esper, 1799), Boloria euphrosyne (Linnaeus, 1758), Boloria freija (Thunberg, 1791), Boloria frigga (Thunberg, 1791), Boloria graeca Staudinger, 1870, Boloria improba (Butler, 1877), Boloria napaea (Hübner), Boloria pales (Denis & Schiffermüller), 1775, Boloria polaris (Boisduval, 1828), Boloria selene (Denis & Schiffermüller), 1775, Boloria thore (Hübner, 1803), Boloria titania (Esper, 1793), Borbo borbonica (Boisduval, 1833), Brenthis daphne (Denis & Schiffermüller), 1775, Brenthis hecate (Denis & Schiffermüller), 1775, Brenthis ino (von Rottemburg, 1775), Brintesia circe (Fabricius, 1775), Callophrys avis Chapman, 1909, Callophrys rubi (Linnaeus, 1758), Carcharodus alceae (Esper, 1780), Carcharodus baeticus (Rambur, 1839), Carcharodus floccifera (Zeller, 1847), Carcharodus lavatherae (Esper, 1783), Carcharodus orientalis Reverdin, 1913, Carterocephalus palaemon (Pallas, 1771), Carterocephalus silvicola (Meigen, 1829), Celastrina argiolus (Linnaeus, 1758), Charaxes jasius (Linnaeus, 1767), Chazara briseis (Linnaeus, 1764), Chazara persephone (Hübner, 1805), Chazara prieuri (Pierret, 1837), Coenonympha arcania Linnaeus, 1761, Coenonympha corinna Hübner, 1803, Coenonympha dorus Esper, 1782, Coenonympha Hübner, 1819, Coenonympha glycerion Borkhausen, 1788, Coenonympha hero (Linnaeus, 1761), Coenonympha leander Esper, 1784, Coenonympha oedippus Fabricius, 1787, Coenonympha pamphilus (Linnaeus, 1758), Coenonympha rhodopensis Elwes, 1900, Coenonympha tullia Müller, 1764, Colias alfacariensis Ribbe, 1905, Colias aurorina Herrich-Schäffer, 1850, Colias caucasica Staudinger, 1871, Colias chrysotheme (Esper, 1777), Colias croceus (Geoffroy, 1785), Colias erate (Esper, 1805), Colias hecla Lefèbvre, 1836, Colias hyale (Linnaeus, 1758), Colias myrmidone (Esper, 1781), Colias palaeno (Linnaeus, 1761), Colias phicomone (Esper, 1780), Colias tyche (Böber, 1812), Cupido alcetas (Hoffmannsegg, 1804), Cupido argiades (Pallas, 1771), Cupido carswelli Stempffer, 1927, Cupido decolorata (Staudinger, 1886), Cupido lorquinii (Herrich-Schäffer, 1850), Cupido minimus Füssly, 1775, Cupido osiris (Meigen, 1829), Cyaniris semiargus (von Rottemburg, 1775), Erebia aethiopellus Hoffmannsegg, 1806, Erebia aethiops Esper, 1777, Erebia alberganus von Prunner, 1798, Erebia arvernensis Oberthür, 1908, Erebia calcarius Lorkovic, 1953, Erebia cassioides Reiner & Hochenwarth, 1792, Erebia christi Rätzer, 1890, Erebia claudina Borkhausen, 1788, Erebia disa Thunberg, 1791, Erebia embla Thunberg, 1791, Erebia epiphron Knoch, 1783, Erebia epistygne Hübner, 1816, Erebia eriphyle (Freyer, 1836), Erebia euryale Esper, 1777, Erebia flavofasciata Rühl, 1895, Erebia gorge Esper, 1800, Erebia gorgone Boisduval, 1833, Erebia hispania Butler, 1868, Erebia lefebvrei Duponchel, Erebia ligea (Linnaeus, 1758), Erebia manto Esper, 1777, Erebia medusa (Denis & Schiffermüller), 1775, Erebia melampus Füssly, 1775, Erebia melas Herbst, 1796, Erebia meolans von Prunner, 1798, Erebia mnestra Hübner, 1802, Erebia montana Berg-Mohrenfalter, Erebia neleus Freyer, 1833, Erebia neoridas Boisduval, 1830, Erebia nivalis Lorkovic & De Lesse, 1954, Erebia oeme Hübner, 1803, Erebia orientalis Elwes, 1900, Erebia ottomana Herrich-Schäffer, 1847, Erebia palarica Chapman, 1905, Erebia pandrose (Borkhausen, 1788), Erebia pharte Esper, 1777, Erebia pluto von Prunner, 1798, Erebia polaris Staudinger, 1861, Erebia pronoe Esper, 1780, Erebia rhodopensis Elwes, 1900, Erebia scipio Boisduval, 1832, Erebia sthennyo Graslin, 1850, Erebia stirius Godart, 1823, Erebia styx Bang-Haas, 1927, Erebia Dalman, 1816, Erebia triarius von Prunner, 1798, Erebia tyndarus Esper, 1777, Erebia zapateri Oberthür, 1875, Erynnis marloyi (Boisduval, 1832), Erynnis tages (Linnaeus, 1758), Euchloe ausonia (Hübner, 1804), Euchloe bazae Fabiano, 1993, Euchloe belemia (Esper, 1800), Euchloe crameri Butler, 1869, Euchloe insularis (Staudinger, 1861), Euchloe penia (Freyer, 1851), Euchloe simplonia (Boisduval, 1828), Euchloe tagis (Hübner, 1804), Eumedonia eumedon (Esper, 1780), Euphydryas aurinia (Rottemburg, 1775), Euphydryas cynthia (Dennis & Schiffermüller), 1775, Euphydryas desfontainii (Godart, 1819), Euphydryas iduna (Dalman, 1816), Euphydryas intermedia (Ménétriès, 1859), Euphydryas maturna (Linnaeus, 1758), Fabriciana adippe (Denis & Schiffermüller), 1775, Fabriciana elisa (Godart, 1823), Fabriciana niobe (Linnaeus, 1761), Favonius quercus (Linnaeus, 1758), Freyeria trochylus (Freyer, 1845), Gegenes nostrodamus (Fabricius, 1793), Gegenes pumilio (Hoffmannsegg, 1804), Glaucopsyche alexis (Poda, 1761), Glaucopsyche melanops (Boisduval, 1829), Gonepteryx cleopatra (Linnaeus, 1767), Gonepteryx farinosa (Zeller, 1847), Gonepteryx rhamni (Linnaeus, 1758), Hamearis lucina (Linnaeus, 1758), Hesperia comma Linnaeus, 1758, Heteropterus morpheus (Pallas, 1771), Hipparchia aristaeus Bonelli, 1826, Hipparchia blachieri Fruhstorfer, 1908, Hipparchia cretica (Rebel, 1916), Hipparchia fagi Scopoli, 1763, Hipparchia fatua Freyer, 1843, Hipparchia fidia Linnaeus, 1767, Hipparchia hermione Linnaeus, 1764, Hipparchia leighebi Kudrna, 1976, Hipparchia neomiris Godart, 1822, Hipparchia semele Linnaeus, 1758, Hipparchia senthes Fruhstorfer, 1908, Hipparchia statilinus Hufnagel, 1766, Hipparchia syriaca Staudinger, 1871, Hipparchia volgensis (Mazokhin-Porshnyakov, 1952), Hyponephele lupinus Costa, 1836, Hyponephele lycaon von Rottemburg, 1775, Iolana iolas (Ochsenheimer, 1816), Iphiclides podalirius (Linnaeus, 1758), Issoria lathonia (Linnaeus, 1758), Kirinia climene (Esper, 1783), Kirinia roxelana (Cramer, 1777), Kretania eurypilus, Kretania hesperica (Rambur, 1839), Kretania psylorita (Freyer, 1845), Kretania sephirus (Frivaldsky, 1835), Kretania trappi (Verity, 1927), Laeosopis roboris (Esper, 1790), Lampides boeticus (Linnaeus, 1767), Lasiommata maera (Linnaeus, 1758), Lasiommata megera (Linnaeus, 1767), Lasiommata paramegaera (Hübner, 1824), Lasiommata petropolitana (Fabricius, 1787), Leptidea duponcheli (Staudinger, 1871), Leptidea morsei Fenton, 1881, Leptidea sinapis (Linnaeus, 1758), Leptotes pirithous (Linnaeus, 1767), Libythea celtis (Füssly, 1782), Nymphalidae, Limenitis populi (Linnaeus, 1758), Limenitis reducta Staudinger, 1901, Lopinga achine (Scopoli, 1763), Lycaena alciphron (von Rottemburg, 1775), Lycaena dispar (Haworth, 1803), Lycaena helle (Denis & Schiffermüller, 1775), Lycaenidae, Lycaena ottomana (Lefèbvre, 1830), Lycaena phlaeas (Linnaeus, 1761), Lycaena thersamon (Esper, 1784), Lycaena thetis Klug, 1834, Lycaena tityrus (Poda, 1761), Lycaena virgaureae (Linnaeus, 1758), Lysandra albicans (Gerhard, 1851), Lysandra bellargus (von Rottemburg, 1775), Lysandra coridon (Poda, 1761), Lysandra hispana (Herrich-Schäffer, 1851), Maniola jurtina (Linnaeus, 1758), Maniola nurag Ghilliani, 1852, Melanargia arge Sulzer, 1776, Melanargia galathea Linnaeus, 1758, Melanargia ines Hoffmannsegg, 1804, Melanargia lachesis Hübner, 1790, Melanargia larissa Hübner, 1827, Melanargia occitanica (Esper, 1793), Melanargia russiae Esper, 1783, Melitaea aetherie Hübner, Melitaea arduinna Esper, 1783, Melitaea asteria Freyer, 1828, Melitaea athalia Wachtelweizen-Scheckenfalter, Melitaea aurelia Nickerl, 1850, Melitaea britomartis Assmann, 1847, Melitaea cinxia Linnaeus, 1758, Melitaea deione (Geyer, 1832), Melitaea diamina (Lang, 1789), Melitaea didyma Esper, 1780, Melitaea parthenoides Keferstein, 1851, Melitaea phoebe (Denis & Schiffermüller), 1775, Melitaea trivia (Denis & Schiffermüller), 1775, Melitaea varia Herrich-Schaeffer, 1851, Minois dryas (Scopoli, 1763), Muschampia cribrellum (Eversmann, 1841), Muschampia proto (Ochsenheimer, 1808), Muschampia tessellum (Hübner, 1803), Neolysandra coelestina, 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, Ochlodes sylvanus (Esper, 1777), Oeneis bore Esper, 1790, Oeneis glacialis Schrank, 1783, Oeneis jutta Hübner, 1806, Oeneis norna Thunberg, 1791, Papilio alexanor Esper, 1800, Papilio hospiton Géné, 1839, Papilio machaon Linnaeus, 1758, Pararge aegeria (Linnaeus, 1758), Parnassius apollo (Linnaeus, 1758), Parnassius mnemosyne (Linnaeus, 1758), Parnassius phoebus (Fabricius, 1793), Phengaris alcon (Denis & Schiffermüller, 1775), Phengaris arion (Linnaeus, 1758), Phengaris nausithous (Bergsträsser, 1779), Phengaris teleius (Virgstrassir, 1779), Pieris brassicae (Linnaeus, 1758), Pieris bryoniae (Hübner, 1806), Pieris
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.865 |
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".