Bibliographic record
Abstract
A dataset containing 83246690 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Corallium rubrum (Linnaeus, 1758), Discula tabellata (R.T.Lowe, 1852), Testudodiscula testudinalis (R.T.Lowe, 1852), Craspedaria moniziana (Paiva, 1867), Elona quimperiana (Blainville, 1821), Centrostephanus longispinus (Philippi, 1845), Caseolus calculus (R.T.Lowe, 1855), Patella ferruginea Gmelin, 1791, Vertigo geyeri Lindholm, 1925, Vertigo angustior Jeffreys, 1830, Vertigo genesii (Gredler, 1856), Vertigo moulinsiana (Dupuy, 1849), Leiostyla abbreviata (R.T.Lowe, 1852), Leiostyla cassida (R.T.Lowe, 1831), Leiostyla corneocostata (Wollaston, 1878), Leiostyla gibba (R.T.Lowe, 1852), Leiostyla lamellosa (R.T.Lowe, 1852), Keraea deflorata (R.T.Lowe, 1855), Geomalacus maculosus Allman, 1843, Idiomela subplicata (G.B.Sowerby I, 1824), Helix pomatia Linnaeus, 1758, Lithophaga lithophaga (Linnaeus, 1758), Pinna nobilis Linnaeus, 1758, Margaritifera margaritifera (Linnaeus, 1758), Pseudunio auricularius (Spengler, 1793), Unio crassus Philipsson, 1788, Unio elongatulus C.Pfeiffer, 1825, Hirudo medicinalis Linnaeus, 1758, Leucorrhinia caudalis (Charpentier, 1840), Macromia splendens (Pictet, 1843), Ophiogomphus cecilia (Fourcroy, 1785), Leucorrhinia albifrons (Burmeister, 1839), Stylurus flavipes (Charpentier, 1825), Oxygastra curtisii (Dale, 1834), Leucorrhinia pectoralis (Charpentier, 1825), Lindenia tetraphylla (Vander Linden, 1825), Coenagrion mercuriale (Charpentier, 1840), Coenagrion hylas (Trybom, 1889), Gomphus graslinii Rambur, 1842, Cordulegaster trinacriae Waterston, 1976, Aeshna viridis Eversmann, 1836, Baetica ustulata (Rambur, 1838), Saga pedo (Pallas, 1771), Apteromantis aptera Fuente, 1894, Zerynthia polyxena (Denis & Schiffermüller), 1775, Papilio alexanor Esper, 1800, Papilio hospiton Géné, 1839, Parnassius mnemosyne (Linnaeus, 1758), Parnassius apollo (Linnaeus, 1758), Maculinea arion (Linnaeus, 1758), Maculinea teleius (Bergstrasser, 1779), Lycaena dispar (Haworth, 1803), Maculinea nausithous (Bergstrasser, 1779), Melanargia arge Sulzer, 1776, Plebicula golgus (Hübner), Fabriciana niobe elisa (Godart, 1823), Euphydryas aurinia (Rottemburg, 1775), Apatura ilia metis Frey, 1829, Lopinga achine (Scopoli, 1763), Erebia Dalman, 1816, Coenonympha hero (Linnaeus, 1761), Coenonympha oedippus Fabricius, 1787, Erebia tyndarus calcarius Lorkovic, 1953, Erebia christi Rätzer, 1890, Eriogaster catax (Linnaeus, 1767), Graellsia isabellae Graëlls, 1849, Proserpinus proserpina Pallas, 1772, Hyles hippophaes Esper, 1789, Limoniscus violaceus (P.W.J.Müller, 1821), Carabus olympiae Sella, 1855, Dytiscus latissimus Linnaeus, 1758, Graphoderus bilineatus (De Geer, 1774), Lucanus cervus (Linnaeus, 1758), Buprestis splendens Fabricius, 1775, Cucujus cinnaberinus (Scopoli, 1763), Rosalia alpina (Linnaeus, 1758), Cerambyx cerdo Linnaeus, 1758, Scyllarides latus (Latreille, 1803), Astacus astacus (Linnaeus, 1758), Austropotamobius pallipes (Lereboullet, 1858), Austropotamobius torrentium (von Paula Schrank, 1803), Macrothele calpeiana (Walckenaer, 1805), Petromyzon marinus Linnaeus, 1758, Lampetra planeri (Bloch, 1784), Lethenteron zanandreai (Vladykov, 1955), Lampetra fluviatilis (Linnaeus, 1758), Acipenser naccarii Bonaparte, 1836, Acipenser sturio Linnaeus, 1758, Alosa alosa (Linnaeus, 1758), Alosa fallax (Lacepède, 1803), Hucho hucho (Linnaeus, 1758), Salmo salar Linnaeus, 1758, Salmo marmoratus Cuvier, 1829, Thymallus thymallus (Linnaeus, 1758), Coregonus oxyrinchus (Linnaeus, 1758), Rutilus pigus (Lacepède, 1803), Squalius ghigii (Gianferrari, 1927), Iberocypris palaciosi Doadrio, 1980, Alburnus albidus (Costa, 1838), Scardinius graecus Stephanidis, 1937, Leuciscus aspius (Linnaeus, 1758), Anaecypris hispanica (Steindachner, 1866), Sarmarutilus rubilio (Bonaparte, 1837), Barbus plebejus Bonaparte, 1839, Barbus meridionalis Risso, 1827, Chondrostoma soetta Bonaparte, 1840, Cobitis trichonica Stephanidis, 1974, Misgurnus fossilis (Linnaeus, 1758), Cobitis taenia Linnaeus, 1758, Silurus aristotelis Garman, 1890, Aphanius iberus (Valenciennes, 1846), Aphanius fasciatus (Valenciennes, 1821), Valencia hispanica (Valenciennes, 1846), Pomatoschistus canestrinii (Ninni, 1883), Knipowitschia panizzae (Verga, 1841), Padogobius nigricans (Canestrini, 1867), Gymnocephalus schraetser (Linnaeus, 1758), Zingel asper (Linnaeus, 1758), Zingel zingel (Linnaeus, 1766), Zingel streber (Siebold, 1863), Cottus petiti Băcescu & Băcescu-Meşter, 1964, Cottus gobio Linnaeus, 1758, Euproctus montanus (Savi, 1838), Euproctus platycephalus (Gravenhorst, 1829), Triturus cristatus (Laurenti, 1768), Triturus carnifex (Laurenti, 1768), Triturus karelinii (Strauch, 1870), Chioglossa lusitanica Bocage, 1864, Triturus marmoratus (Latreille, 1800), Salamandrina terdigitata (Bonnaterre, 1789), Lyciasalamandra luschani (Steindachner, 1891), Salamandra atra Laurenti, 1768, Salamandra atra Laurenti, 1768, Salamandra lanzai Nascetti, Andreone, Capula & Bullini, 1988, Proteus anguinus Laurenti, 1768, Alytes muletensis (Sanchíz & Adrover, 1979), Bombina bombina (Linnaeus, 1761), Discoglossus pictus Otth, 1837, Discoglossus sardus Tschudi, 1837, Alytes obstetricans (Laurenti, 1768), Alytes cisternasii Boscá, 1879, Bombina variegata (Linnaeus, 1758), Discoglossus galganoi Capula, Nascetti, Lanza, Bullini & Crespo, 1985, Discoglossus montalentii Lanza, Nascetti, Capula & Bullini, 1984, Pelobates fuscus (Laurenti, 1768), Pelobates cultripes (Cuvier, 1829), Pelobates fuscus (Laurenti, 1768), Pelobates syriacus Boettger, 1889, Hyla arborea (Linnaeus, 1758), Hyla sarda (De Betta, 1853), Hyla meridionalis Boettger, 1874, Rana italica Dubois, 1987, Rana graeca Boulenger, 1891, Rana dalmatina Fitzinger, 1838, Rana temporaria Linnaeus, 1758, Rana arvalis Nilsson, 1842, Rana latastei Boulenger, 1879, Rana iberica Boulenger, 1879, Testudo hermanni Gmelin, 1789, Testudo marginata Schoepff, 1792, Testudo graeca Linnaeus, 1758, Emys orbicularis (Linnaeus, 1758), Mauremys leprosa (Schweigger, 1812), Dermochelys coriacea (Vandelli, 1761), Caretta caretta (Linnaeus, 1758), Eretmochelys imbricata (Linnaeus, 1766), Lepidochelys kempii Garman, 1880, Chelonia mydas (Linnaeus, 1758), Tarentola angustimentalis Steindachner, 1891, Tarentola boettgeri Steindachner, 1891, Tarentola delalandii (Duméril & Bibron, 1836), Tarentola gomerensis Joger & Bischoff, 1983, Chamaeleo chamaeleon (Linnaeus, 1758), Podarcis filfolensis (Bedriaga, 1876), Podarcis erhardii (Bedriaga, 1882), Podarcis milensis (Bedriaga, 1882), Algyroides fitzingeri (Wiegmann, 1834), Podarcis melisellensis (Braun, 1877), Gallotia simonyi (Steindachner, 1889), Algyroides nigropunctatus (Duméril & Bibron, 1839), Podarcis waglerianus Gistel, 1868, Podarcis tiliguerta (Gmelin, 1789), Podarcis tauricus (Pallas, 1814), Podarcis siculus (Rafinesque-Schmaltz, 1810), Lacerta trilineata Bedriaga, 1886, Podarcis pityusensis (Boscá, 1883), Gallotia atlantica (Peters & Doria, 1882), Podarcis peloponnesiacus (Bibron & Bory, 1833), Gallotia galloti insulanagae Martin, 1985, Podarcis muralis (Laurenti, 1768), Algyroides moreoticus Bibron & Bory, 1833, Lacerta schreiberi Bedriaga, 1878, Gallotia galloti (Oudart, 1839), Lacerta agilis Linnaeus, 1758, Lacerta viridis (Laurenti, 1768), Algyroides marchi Valverde, 1958, Podarcis lilfordi (Günther, 1874), Gallotia stehlini (Schenkel, 1901), Ophisops elegans Ménétries, 1832, Pseudopus apodus (Pallas, 1775), Chalcides viridanus (Gravenhorst, 1851), Ophiomorus punctatissimus (Bibron & Bory De St.Vincent, 1833), Chalcides bedriagai (Bosca, 1880), Chalcides simonyi (Steindachner, 1891), Chalcides ocellatus (Forskal, 1775), Chalcides sexlineatus Steindachner, 1891, Ablepharus kitaibelii Bibron & Bory St-Vincent, 1833, Eryx jaculus (Linnaeus, 1758), Elaphe quatuorlineata Lacepede, 1789, Eirenis modestus Martin, 1838, Telescopus fallax Fleischmann, 1831, Natrix natrix cetti Gené, 1838, Natrix natrix corsa (Hecht, 1930), Natrix tessellata (Laurenti, 1768), Viperidae, Vipera ammodytes (Linnaeus, 1758), Macrovipera schweizeri (Werner, 1935), Vipera seoanei Lataste, 1879, Vipera ursinii (Bonaparte, 1835), Crocidura canariensis Hutterer, Lopez-Jurado & Vogel, 1987, Galemys pyrenaicus (É.Geoffroy Saint-Hilaire, 1811), Rhinolophus mehelyi Matschie, 1901, Rhinolophus hipposideros (Bechstein, 1800), Rhinolophus ferrumequinum (Schreber, 1774), Rhinolophus euryale Blasius, 1853, Rhinolophus blasii Peters, 1867, Myotis blythii (Tomes, 1857), Barbastella barbastellus (Schreber, 1774), Pipistrellus pipistrellus (Schreber, 1774), Miniopterus schreibersii (Kuhl, 1817), Nyctalus noctula (Schreber, 1774), Eptesicus nilssonii (Keyserling & Blasius, 1839), Myotis daubentonii (Kuhl, 1817), Myotis capaccinii (Bonaparte, 1837), Pipistrellus nathusii (Keyserling & Blasius, 1839), Myotis dasycneme (Boie, 1825), Myotis brandtii (Eversmann, 1845), Myotis emarginatus (E.Geoffroy, 1806), Myotis nattereri (Kuhl, 1817), Myotis bechsteinii (Kuhl, 1817), Myotis myotis (Borkhausen, 1797), Plecotus auritus (Linnaeus, 1758), Eptesicus serotinus (Schreber, 1774), Nyctalus lasiopterus (Schreber, 1780), Plecotus austriacus (J.Fischer, 1829), Myotis mystacinus (Kuhl, 1817), Nyctalus leisleri (Kuhl, 1817), Vespertilio murinus Linnaeus, 1758, Tadarida teniotis (Rafinesque, 1814), Lepus timidus Linnaeus, 1758, Spermophilus citellus (Linnaeus, 1766), Sciurus anomalus Gmelin, 1778, Castor fiber Linnaeus, 1758, Microtus cabrerae Thomas, 1906, Cricetus cricetus (Linnaeus, 1758), Microtus oeconomus (Pallas, 1776), Muscardinus avellanarius (Linnaeus, 1758), Dryomys nitedula (Pallas, 1778), Sicista betulina (Pallas, 1779), Hystrix cristata Linnaeus, 1758, Megaptera novaeangliae (Borowski, 1781), Eubalaena glacialis (Müller, 1776), Tursiops truncatus (Montagu, 1821), Delphinus delphis Linnaeus, 1758, Phocoena phocoena (Linnaeus, 1758), Canis lupus Linnaeus, 1758, C
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.271 | 0.401 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".