Bibliographic record
Abstract
A dataset containing 0 species occurrences available in GBIF matching the query: { "and" : [ "Country is one of (Finland, Ireland, Sweden, Cyprus, Portugal, Netherlands, France, Bulgaria, Romania, Spain, Poland, Czech Republic, Malta, United Kingdom, Austria, Croatia, Slovenia, Slovakia, Germany, Denmark, Italy, Belgium, Lithuania, Greece, Luxembourg, Latvia, Estonia, Hungary)", "TaxonKey is one of (Vertigo angustior Jeffreys, 1830, Leucorrhinia albifrons (Burmeister, 1839), Rosalia alpina (Linnaeus, 1758), Aspius aspius (Linnaeus, 1758), Misgurnus fossilis (Linnaeus, 1758), Rhinolophus hipposideros (Bechstein, 1800), Miniopterus schreibersii (Kuhl, 1817), Muscardinus avellanarius (Linnaeus, 1758), Lynx lynx (Linnaeus, 1758), Gymnocephalus baloni Holcík & Hensel, 1974, Iris humilis subsp. arenaria (Waldst. & Kit.) Á.Löve & D.Löve, Oxygastra curtisii (Dale, 1834), Eriogaster catax (Linnaeus, 1767), Rana arvalis Nilsson, 1842, Nyctalus noctula (Schreber, 1774), Myotis brandtii (Eversmann, 1845), Myotis emarginatus (E.Geoffroy, 1806), Epidalea calamita (Laurenti, 1768), Vertigo moulinsiana (Dupuy, 1849), Saga pedo (Pallas, 1771), Maculinea arion (Linnaeus, 1758), Astacus astacus (Linnaeus, 1758), Zingel zingel (Linnaeus, 1766), Rhinolophus mehelyi Matschie, 1901, Pipistrellus nathusii (Keyserling & Blasius, 1839), Pipistrellus kuhlii (Kuhl, 1817), Eudontomyzon mariae (Berg, 1931), Acipenser stellatus Pallas, 1771, Dioszeghyana schmidtii Diószeghy, 1935, Cordulegaster heros Theischinger, 1979, Paracaloptenus caloptenoides (Brunner von Wattenwyl, 1861), Centaurea immanuelis-loewii Degen, Tozzia carpathica Wolosz., Alburnus sarmaticus Freyhof & Kottelat, 2007, Romanogobio vladykovi (Fang, 1943), Hirudo verbana Carena, 1820, Crocus cyprius Boiss. & Kotschy, Rousettus aegyptiacus (E.Geoffroy, 1810), Dolichophis jugularis (Linnaeus, 1758), Euphydryas aurinia (Rottemburg, 1775), Graphoderus bilineatus (De Geer, 1774), Salmo salar Linnaeus, 1758, Castor fiber Linnaeus, 1758, Dryomys nitedula (Pallas, 1778), Martes martes (Linnaeus, 1758), Campanula gelida Kovanda, Adenophora lilifolia Ledeb., Pelophylax ridibundus (Pallas, 1771), Osmoderma eremita (Scopoli, 1763), Bufotes viridis (Laurenti, 1768), Natrix tessellata (Laurenti, 1768), Mustela putorius Linnaeus, 1758, Dichelyma capillaceum (Dicks.) Myrin, Buxbaumia viridis (Moug. ex DC.) Brid. ex Moug. & Nestl., Thesium ebracteatum Hayne, Myosotis rehsteineri Wartm., Coleanthus subtilis (Tratt.) Seidel ex Roem. & Schult., Balaenoptera acutorostrata Lacépède, 1804, Unio crassus Philipsson, 1788, Petromyzon marinus Linnaeus, 1758, Lacerta agilis Linnaeus, 1758, Pipistrellus pipistrellus (Schreber, 1774), Liparis loeselii (L.) Rich., Plecotus auritus (Linnaeus, 1758), Pusa hispida botnica (Gmelin, 1788), Margaritifera auricularia (Spengler, 1793), Macromia splendens (Pictet, 1843), Gomphus graslinii Rambur, 1842, Plebicula golgus (Hübner), Proserpinus proserpina Pallas, 1772, Chioglossa lusitanica Bocage, 1864, Gallotia galloti (Oudart, 1839), Eptesicus serotinus (Schreber, 1774), Nyctalus lasiopterus (Schreber, 1780), Bruchia vogesiaca Nestl. ex Schwägr., Woodwardia radicans (L.) Sm., Diplotaxis ibicensis (Pau) Gómez-Campo, Viola cazorlensis Gand., Antirrhinum charidemi Lange, Veronica micrantha Hoffmanns. & Link, Globularia ascanii Bramwell & Kunkel, Centaurea balearica J.J.Rodr., Senecio elodes Boiss., Galanthus nivalis L., Iris lusitanica KerGawl., Cypripedium calceolus L., Ziphius cavirostris G.Cuvier, 1823, Iberolacerta martinezricai (Arribas, 1996), Macroplea pubipennis (Reuter, 1875), Hippuris tetraphylla L.fil., Persicaria foliosa (H.Lindb.) Kitag., Coregonus albula (Linnaeus, 1758), Coregonus lavaretus (Linnaeus, 1758), Erebia Dalman, 1816, Austropotamobius pallipes (Lereboullet, 1858), Mauremys leprosa (Schweigger, 1812), Caretta caretta (Linnaeus, 1758), Vipera ursinii (Bonaparte, 1835), Tadarida teniotis (Rafinesque, 1814), Sphagnum L., Lindernia procumbens (Krock.) Borbás, Balaenoptera borealis Lesson, 1828, Iberolacerta bonnali (Lantz, 1927), Speleomantes strinatii (Aellen, 1958), Lilium pomponium L., Pelophylax perezi (López-Seoane, 1885), Bufotes viridis (Laurenti, 1768), Scyllarides latus (Latreille, 1803), Bombina bombina (Linnaeus, 1761), Bombina variegata (Linnaeus, 1758), Stenella coeruleoalba (Meyen, 1833), Balaenoptera physalus (Linnaeus, 1758), Rutilus prespensis (Karaman, 1924), Ophrys argolica subsp. argolica, Centaurea lancifolia Sieber ex Spreng., Corallium rubrum (Linnaeus, 1758), Lithophaga lithophaga (Linnaeus, 1758), Maculinea nausithous (Bergstrasser, 1779), Austropotamobius torrentium (von Paula Schrank, 1803), Gymnocephalus schraetzer (Linnaeus, 1758), Algyroides nigropunctatus (Duméril & Bibron, 1839), Podarcis muralis (Laurenti, 1768), Elaphe quatuorlineata Lacepede, 1789, Vipera ammodytes (Linnaeus, 1758), Nyctalus leisleri (Kuhl, 1817), Marsilea quadrifolia L., Anisus vorticulus (Troschel, 1834), Cerastium dinaricum Beck & Szyszyl., Hypsugo savii (Bonaparte, 1837), Phoxinellus alepidotus Heckel, 1843, Pelophylax lessonae (Camerano, 1882), Leucorrhinia pectoralis (Charpentier, 1825), Triturus carnifex (Laurenti, 1768), Plecotus austriacus (J.Fischer, 1829), Pulsatilla patens (L.) Mill., Angelica palustris (Besser) Hoffm., Phymatholithon calcareum (Poll.) Adey & McKibbin, Lagenorhynchus acutus (Gray, 1828), Vertigo genesii (Gredler, 1856), Rutilus pigus (Lacepède, 1803), Pelobates fuscus insubricus Cornalia, 1873, Cladina (Nyl.) Nyl., 1866, Orthotrichum rogeri Brid., Lycopodium L., Isoetes malinverniana Ces. & De Not., Botrychium simplex E.Hitchc., Saxifraga presolanensis Engl., Gentiana ligustica Vilm. & Chopinet, Stipa austroitalica Martinovský, Speleomantes supramontis (Lanza, Nascetti & Bullini, 1986), Rana temporaria Linnaeus, 1758, Emys orbicularis (Linnaeus, 1758), Lampetra planeri (Bloch, 1784), Pelobates fuscus (Laurenti, 1768), Barbastella barbastellus (Schreber, 1774), Dicranum viride (Sull. & Lesq.) Lindb., Aphanius fasciatus (Valenciennes, 1821), Chalcides ocellatus (Forskal, 1775), Myotis punicus Felten, Spitzenberger & Storch, 1977, Triturus cristatus (Laurenti, 1768), Myotis dasycneme (Boie, 1825), Myotis myotis (Borkhausen, 1797), Hyperoodon ampullatus (Forster, 1770), Rhinolophus ferrumequinum (Schreber, 1774), Spermophilus citellus (Linnaeus, 1766), Polyommatus eroides Frivaldsky, 1835, Campanula bohemica Hruby, Gentianella bohemica Skalický, Pontechium maculatum var. maculatum, Alytes cisternasii Boscá, 1879, Pelobates cultripes (Cuvier, 1829), Thamnobryum fernandesii Sérgio, Culcita macrocarpa C.Presl, Marsilea batardae Launert, Sinapidendron rupestre Lowe, Anthyllis lusitanica Cullen & P.Silva, Apium repens (Jacq.) Lag., Sanicula azorica Guthnick ex Seub., Convolvulus fernandesii P.Silva & Teles, Linaria ficalhoana Rouy, Anarrhinum longipedicellatum R.Fern., Verbascum litigiosum Samp., Plantago almogravensis Franco, Leuzea rhaponticoides Graells, Avenula hackelii (Henriq.) Holub, Pipistrellus maderensis (Dobson, 1878), Cobitis calderoni Băcescu, 1962, Achondrostoma arcasii (Steindachner, 1866), Apatura metis Frey, 1829, Ablepharus kitaibelii Bibron & Bory St-Vincent, 1833, Eptesicus nilssonii (Keyserling & Blasius, 1839), Mannia triandra (Scop.) Grolle, Agrimonia pilosa Ledeb., Sicista subtilis (Pallas, 1773), Acipenser ruthenus Linnaeus, 1758, Iris aphylla subsp. hungarica Hegi, Barbus barbus (Linnaeus, 1758), Stephanopachys linearis (Kugelann, 1792), ×Gymnigritella runei Teppner & E.Klein, Primula nutans Georgi, Jacobaea vulgaris subsp. gotlandica (Neuman) B.Nord., Unio elongatulus C.Pfeiffer, 1825, Ophiogomphus cecilia (Fourcroy, 1785), Maculinea teleius (Bergstrasser, 1779), Salmo marmoratus Cuvier, 1829, Lepus timidus Linnaeus, 1758, Ursus arctos Linnaeus, 1758, Lutra lutra (Linnaeus, 1758), Eryngium alpinum L., Campanula zoysii Wulfen, Moehringia villosa (Wulfen) Fenzl, Barbus balcanicus Kotlík, Tsigenopoulos, Ráb & Berrebi, 2002, Telestes muticellus (Bonaparte, 1837), Lopinga achine (Scopoli, 1763), Dracocephalum austriacum L., Daphne arbuscula Celak., Onosma tornensis Javorka, 1906, Sadleriana pannonica (Frauenfeld, 1865), Gladiolus palustris Gaudin, Pipistrellus pygmaeus (Leach, 1825), Lacerta vivipara pannonica Lac & Kluch, 1968, Barbus carpathicus Kotlík, Tsigenopoulos, Ráb & Berrebi, 2002, Hamatocaulis vernicosus (Mitt.) Hedenäs, Margaritifera margaritifera (Linnaeus, 1758), Macrothele calpeiana (Walckenaer, 1805), Chelonia mydas (Linnaeus, 1758), Myotis nattereri (Kuhl, 1817), Myotis bechsteinii (Kuhl, 1817), Tursiops truncatus (Montagu, 1821), Felis silvestris Schreber, 1777, Mesoplodon bidens (Sowerby, 1804), Sicista betulina (Pallas, 1779), Canis lupus Linnaeus, 1758, Canis aureus Linnaeus, 1758, Bolbelasmus unicornis (Schrank, 1789), Crambe tataria Sebeók, Plecotus macrobullaris Kuzyakin, 1965, Zamenis longissimus (Laurenti, 1768), Telestes souffia (Risso, 1827), Euphydryas maturna (Linnaeus, 1758), Sympecma paedisca (Brauer, 1877), Lycaena dispar (Haworth, 1803), Cucujus cinnaberinus (Scopoli, 1763), Thymallus thymallus (Linnaeus, 1758), Lycaena helle (Denis & Schiffermüller, 1775), Rhodeus amarus (Bloch, 1782), Cottus gobio Linnaeus, 1758, Hyla arborea (Linnaeus, 1758), Lacerta trilineata Bedriaga, 1886, Ophisaurus apodus (Pallas, 1775), Myotis mystacinus (Kuhl, 1817), Phocoena phocoena (Linnaeus, 1758), Ramonda serbica Pancic, Mesocricetus newtoni (Nehring, 1898), Zamenis situla (Linnaeus, 1758), Phlomis brevibracteata Turrill, Scilla morrisii Meikle, Hyla savignyi Audouin, 1827, Crepis pusilla (Sommier) Merxm., Himantoglossum adriaticum H.Baumann, Romanogobio belingi (Slastenenko, 1934), Cerambyx cerdo Linnaeus, 1758, Zingel streber (Siebold, 1863), Stephanopachys substriatus (Paykull, 1800), Pelecus cultratus (Linnaeus, 1758), Coenagrion ornatum (Selys, 1850), Helix pomatia Linnaeus, 17
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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 0.008 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.287 | 0.377 |
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".