Bibliographic record
Abstract
A dataset containing 106592351 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Alces alces (Linnaeus, 1758), Clethrionomys glareolus (Schreber, 1780), Clethrionomys rufocanus (Sundevall, 1846), Clethrionomys rutilus (Pallas, 1779), Cucujus cinnaberinus (Scopoli, 1763), Cyclamen fatrense Halda & Soják, Cynodontium suecicum (Arnell & C.E.O.Jensen) I.Hagen, Cypripedium calceolus L., Dama dama (Linnaeus, 1758), Dicranum viride (Sull. & Lesq.) Lindb., Dioszeghyana schmidtii Diószeghy, 1935, Diplazium sibiricum (Turcz. ex Kunze) Sa.Kurata, Distichophyllum carinatum Dixon & W.E.Nicholson, 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, Hypodryas maturna (Linnaeus, 1761), Apodemus agrarius (Pallas, 1771), Lacerta saxicola Eversmann, 1834, Leptidea morsei Fenton, 1881, Lepus europaeus Pallas, 1778, Leucobryum glaucum (Hedw.) Ångstr., Apodemus flavicollis (Melchior, 1834), Limoniscus violaceus (P.W.J.Müller, 1821), Lopinga achine (Scopoli, 1763), Lucanus cervus (Linnaeus, 1758), Lynx lynx (Linnaeus, 1758), Martes martes (Linnaeus, 1758), Meles meles (Linnaeus, 1758), Apodemus uralensis (Pallas, 1811), Microtus felteni Malec & Storch, 1963, Microtus tatricus Kratochvíl, 1952, 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), Odontopodisma rubripes (Ramme, 1931), Orthotrichum rogeri Brid., Osmoderma eremita (Scopoli, 1763), Ovibos moschatus (Zimmermann, 1780), Paeonia officinalis subsp. banatica (Rochel) Soó, Parnassius mnemosyne (Linnaeus, 1758), Pelodytes caucasicus Boulenger, 1896, Pholidoptera transsylvanica (Fischer, 1853), Phryganophilus ruficollis (Fabricius, 1798), 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), Pseudogaurotina excellens (Brancsik, 1874), Rana arvalis Nilsson, 1842, Adenophora lilifolia Ledeb., Rana dalmatina Fitzinger, 1838, Rana latastei Boulenger, 1879, Rana macrocnemis Boulenger, 1885, Rangifer tarandus (Linnaeus, 1758), Rhinolophus blasii Peters, 1867, 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 aurorae Trevisan, 1982, Salamandra lanzai Nascetti, Andreone, Capula & Bullini, 1988, Salamandra salamandra (Linnaeus, 1758), Salamandrina terdigitata (Bonnaterre, 1789), Scapania massalongi (Müll.Frib.) Müll.Frib., 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 minutissimus Zimmermann, 1780, 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 italicus (Peracca, 1898), Triturus karelinii (Strauch, 1870), Triturus macedonicus (Karaman, 1922), Triturus marmoratus (Latreille, 1800), Triturus montandoni (Boulenger, 1880), Triturus vittatus (Gray, 1835), Triturus vulgaris (Linnaeus, 1758), Triturus vulgaris ampelensis Fuhn, 1951, Ursus arctos Linnaeus, 1758, Vespertilio murinus Linnaeus, 1758, Vipera berus (Linnaeus, 1758), Vipera kaznakovi Nikolsky, 1909, Vulpes vulpes (Linnaeus, 1758), Xestia borealis Nordström, 1933, Lepus timidus varronis Miller, 1901, Microtus bavaricus Konig, 1962, Bison bonasus (Linnaeus, 1758), Bombina bombina (Linnaeus, 1761), Boros schneideri (Panzer, 1795), Bufo bufo (Linnaeus, 1758), Buprestis splendens Fabricius, 1775, 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), Carabus hampei Kuster, 1846, Carabus olympiae Sella, 1855, Carabus zawadzkii Kraatz, 1854, Castor fiber Linnaeus, 1758, Cerambyx cerdo Linnaeus, 1758, Cervus elaphus Linnaeus, 1758, Chalcides striatus (Cuvier, 1829), Chilostoma banatica (Rossmässler, 1838), 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, Sorex isodon Turov, 1924, Talpa europaea Linnaeus, 1758, Trichomanes speciosum Willd., Veronica micrantha Hoffmanns. & Link, Vipera latastei Bosca, 1878, Woodwardia radicans (L.) Sm., Bombina variegata (Linnaeus, 1758), Bryoerythrophyllum campylocarpum (Müll.Hal.) H.A.Crum, Cervus nippon Temminck, 1838, Coenonympha hero (Linnaeus, 1761), Crocidura suaveolens (Pallas, 1811), Culcita macrocarpa C.Presl, Dichelyma capillaceum (Dicks.) Myrin, Dryopteris corleyi Fraser-Jenk., Myomimus roachi (Bate, 1937), Myotis aurascens Kuzyakin, 1935, Propomacrus cypriacus Alexis & Makris, 2002, Rana ridibunda Pallas, 1771, Arytrura musculus Ménétriés, 1859, Erannis ankeraria (Staudinger, 1861), Microtus subterraneus (Selys-Longchamps, 1836), Anthrenochernes stellae Lohmander, 1939, Mesosa myops (Dalman, 1817), Aradus angularis J.Sahlberg, 1886, Pulsatilla vulgaris subsp. gotlandica (Johanss.) Zämelis & Paegle, Salamandrella keyserlingii Dybowski, 1870, Agathidium pulchellum Wankowicz, 1869, Bryhnia novae-angliae (Sull. & Lesq.) Grout, Cephalozia macounii (Austin) Austin, Corticaria planula Fall, 1899, Herzogiella turfacea (Lindb.) Z.Iwats., Martes foina (Erxleben, 1777), Odocoileus virginianus (Zimmermann, 1780), Oxyporus mannerheimii Gyllenhal, 1827, Plagiomnium drummondii (Bruch & Schimp.) T.J.Kop., Pytho kolwensis Sahlberg, 1833, Rangifer tarandus fennicus Lönnberg, 1909, Sorbus teodori 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, Xestia brunneopicta Matsumura, 1925, Xylomoia strix Mikkola, 1980, Cinna latifolia (Trevir. ex Göpp.) Griseb., Lepus timidus Linnaeus, 1758, Agrimonia pilosa Ledeb., Apatura metis Frey, 1829, Carabus menetriesi pacholei Sokolar, 1911, Nymphalis vaualbum (Denis & Schiffermüller, 1775), Rana graeca Boulenger, 1891, Algyroides nigropunctatus (Duméril & Bibron, 1839), Coluber schmidti Nikolsky, 1909, Lacerta derjugini Nikolsky, 1898, Asplenium hemionitis L., Sibthorpia peregrina L., Discus guerinianus (R.T.Lowe, 1852), Euphorbia stygiana H.C.Watson, Arceuthobium azoricum Wiens & Hawksw., Maytenus umbellata (R.Br.) Mabb., Musschia wollastonii Lowe, Nyctalus azoreum (Thomas, 1901), Picconia azorica (Tutin) Knobl., Pipistrellus maderensis (Dobson, 1878), Pittosporum coriaceum Dryand. ex Aiton, Plecotus teneriffae Barrett-Hamilton, 1907, Polystichum drepanum (Sw.) C.Presl, Sambucus palmensis Link, Sanicula azorica Guthnick ex Seub., Semele maderensis J.G.Costa, Tanacetum ptarmiciflorum (Webb & Berthel.) Sch.Bip., Teucrium abutiloides L'Hér., Bencomia sphaerocarpa Svent., Bupleurum handiense (Bolle) G.Kunkel, Carex malato-belizii Raymond, Chalcides sexlineatus Steindachner, 1891, Chalcides viridanus (Gravenhorst, 1851), Dorycnium spectabile (Choisy ex Ser.) Webb & Berthel., Echinodium spinosum (Mitt.) Jur., Euphorbia lambii Svent., Frangula azorica Grubov, Goodyera macrophylla Lowe, Isoplexis chalcantha Svent. & O'Shan., Oenanthe divaricata E.Simon, 1903, Erinaceus algirus Lereboullet, 1842, Fabriciana elisa (Godart, 1823), Leuzea rhaponticoides Graells, Lynx pardinus (Temminck, 1827), Macrothele calpeiana (Walckenaer, 1805), Doronicum plantagineum subsp. tournefortii (Rouy) Cout., Scrophularia sublyrata Brot., Asphodelus bento-rainhae P.Silva, Talpa occidentalis Cabrera, 1907, Thymus cephalotos L., Triturus boscai (Lataste, 1879), Astragalus aquilanus Anzal., Abies nebrodensis (Lojac.) Mattei, Algyroides fitzingeri (Wiegmann, 1834), Callosciurus erythraeus (Pallas, 1779), Callosciurus finlaysonii (Horsfield, 1823), Algyroides marchi Valverde, 1958, Algyroides moreoticus Bibron & Bory, 1833, Cephalanthera cucullata Boiss. & Heldr., Cervus elaphus corsicanus Erxleben, 1777, Chionodoxa lochiae Meikle, Crocus cyprius Boiss. & Kotschy, Crocus etruscus Parl., Crocus har
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 | 0.011 |
| 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) | 0.287 | 0.426 |
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".