Bibliographic record
Abstract
A dataset containing 104058060 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Adenophora lilifolia, Aeshna viridis, Alburnus mento, Anisus vorticulus, Aquilegia alpina, Artemisia laciniata, Artemisia pancicii, Aspius aspius, Asplenium adulterinum, Austropotamobius pallipes, Austropotamobius torrentium, Barbastella barbastellus, Barbus carpathicus, Bolbelasmus unicornis, Bombina bombina, Bombina variegata, Botrychium simplex, Bufotes viridis, Buprestis splendens, Buxbaumia viridis, Campanula zoysii, Canis lupus, Carabus hungaricus, Castor fiber, Cerambyx cerdo, Chondrosoma fiduciaria, Cirsium brachycephalum, Cobitis elongatoides, Cobitis taenia, Coenagrion hylas, Coenagrion mercuriale, Coenagrion ornatum, Coenonympha hero, Coenonympha oedippus, Coleanthus subtilis, Colias myrmidone, Cordulegaster heros, Cottus gobio, Crambe tataria, Cricetus cricetus, Cucujus cinnaberinus, Cypripedium calceolus, Dianthus lumnitzeri, Dicranum viride, Distichophyllum carinatum, Dracocephalum austriacum, Dryomys nitedula, Eleocharis carniolica, Emys orbicularis, Epidalea calamita, Eptesicus nilssonii, Eptesicus serotinus, Erebia calcarius, Eriogaster catax, Eryngium alpinum, Eudontomyzon mariae, Eudontomyzon vladykovi, Euphydryas aurinia, Euphydryas maturna, Euplagia quadripunctaria, Gentianella bohemica, Gladiolus palustris, Graphoderus bilineatus, Gymnocephalus baloni, Gymnocephalus schraetzer, Hamatocaulis vernicosus, Helosciadium repens, Himantoglossum adriaticum, Hucho hucho, Hyla arborea, Hypsugo savii, Iberolacerta horvathi, Isophya costata, Klasea lycopifolia, Lacerta agilis, Lacerta viridis, Lampetra planeri, Leptidea morsei, Leucorrhinia albifrons, Leucorrhinia caudalis, Leucorrhinia pectoralis, Lignyoptera fumidaria, Ligularia sibirica, Limoniscus violaceus, Lindernia procumbens, Lopinga achine, Lucanus cervus, Lutra lutra, Lycaena dispar, Lycaena helle, Lynx lynx, Maculinea arion, Maculinea nausithous, Maculinea teleius, Mannia triandra, Margaritifera margaritifera, Marsilea quadrifolia, Meesia longiseta, Miniopterus schreibersii, Misgurnus fossilis, Muscardinus avellanarius, Mustela eversmanii, Myosotis rehsteineri, Myotis alcathoe, Myotis bechsteinii, Myotis blythii, Myotis brandtii, Myotis daubentonii, Myotis davidii, Myotis emarginatus, Myotis myotis, Myotis mystacinus, Myotis nattereri, Najas flexilis, Natrix tessellata, Notothylas orbicularis, Nyctalus leisleri, Nyctalus noctula, Nymphalis vaualbum, Ophiogomphus cecilia, Orthotrichum rogeri, Osmoderma barnabita, Osmoderma eremita, Paracaloptenus caloptenoides, Parnassius apollo, Parnassius mnemosyne, Pelecus cultratus, Pelobates fuscus, Pelophylax lessonae, Phryganophilus ruficollis, Physoplexis comosa, Pipistrellus kuhlii, Pipistrellus nathusii, Pipistrellus pipistrellus, Pipistrellus pygmaeus, Plecotus auritus, Plecotus austriacus, Plecotus macrobullaris, Podarcis muralis, Proserpinus proserpina, Pulsatilla grandis, Rana arvalis, Rana dalmatina, Rhinolophus ferrumequinum, Rhinolophus hipposideros, Rhodeus amarus, Rhododendron luteum, Rhysodes sulcatus, Riccia breidleri, Romanogobio kesslerii, Romanogobio skywalkeri, Romanogobio uranoscopus, Romanogobio vladykovi, Rosalia alpina, Rutilus meidingeri, Rutilus virgo, Sabanejewia balcanica, Sadleriana pannonica, Saga pedo, Salamandra atra, Scapania carinthiaca, Sicista betulina, Spermophilus citellus, Spiranthes aestivalis, Stenobothrus eurasius, Stephanopachys linearis, Stephanopachys substriatus, Stipa styriaca, Stylurus flavipes, Sympecma paedisca, Tayloria rudolphiana, Telestes souffia, Theodoxus prevostianus, Theodoxus transversalis, Thesium ebracteatum, Trifolium saxatile, Triturus carnifex, Triturus cristatus, Triturus dobrogicus, Umbra krameri, Unio crassus, Ursus arctos, Vertigo angustior, Vertigo geyeri, Vertigo moulinsiana, Vespertilio murinus, Vipera ammodytes, Zamenis longissimus, Zerynthia polyxena, Zingel streber, Zingel zingel, Alosa fallax, Alytes obstetricans, Bromus grossus, Cottus perifretum, Cottus rhenanus, Felis silvestris, Halichoerus grypus, Lagenorhynchus albirostris, Lampetra fluviatilis, Luronium natans, Myotis dasycneme, Myotis nattereri, Oxygastra curtisii, Phoca vitulina, Phocoena phocoena, Salmo salar, Tursiops truncatus, Vandenboschia speciosa, Ablepharus kitaibelii, Acipenser sturio, Alburnus mandrensis, Alburnus sarmaticus, Alburnus schischkovi, Aldrovanda vesiculosa, Alosa immaculata, Alosa tanaica, Apatura metis, Arytrura musculus, Barbus balcanicus, Barbus bergi, Barbus cyclolepis, Barbus petenyi, Barbus strumicae, Caldesia parnassifolia, Carabus variolosus, Centaurea immanuelis-loewii, Centaurea jankae, Cobitis elongata, Cobitis pontica, Cobitis strumicae, Cottus haemusi, Delphinus delphis, Dioszeghyana schmidtii, Dolichophis caspius, Elaphe quatuorlineata, Elaphe sauromates, Erannis ankeraria, Eryx jaculus, Fritillaria drenovskii, Fritillaria gussichiae, Himantoglossum jankae, Hyla arborea, Hyles hippophaes, Lacerta trilineata, Lindenia tetraphylla, Mauremys rivulata, Mediodactylus kotschyi, Mesocricetus newtoni, Moehringia jankae, Monachus monachus, Myomimus roachi, Myotis capaccinii, Nyctalus lasiopterus, Ophisops elegans, Pelobates syriacus, Pilemia tigrina, Platyceps najadum, Podarcis erhardii, Podarcis tauricus, Polyommatus eroides, Potentilla emilii-popii, Probaticus subrugosus, Pseudophilotes bavius, Pseudopus apodus, Ramonda serbica, Rana graeca, Rhinolophus blasii, Rhinolophus euryale, Rhinolophus mehelyi, Sabanejewia bulgarica, Sicista subtilis, Tadarida teniotis, Telescopus fallax, Testudo graeca, Testudo hermanni, Tozzia carpathica, Triturus karelinii, Triturus macedonicus, Viola delphinantha, Vipera ursinii, Vormela peregusna, Zamenis situla, Ablepharus budaki, Aphanius fasciatus, Arabis kennedyae, Brassica hilarionis, Bufotes cypriensis, Caretta caretta, Centaurea akamantis, Chalcides ocellatus, Chamaeleo chamaeleon, Chelonia mydas, Crepis pusilla, Crocus cyprius, Crocus hartmannianus, Delphinium caseyi, Dolichophis cypriensis, Dolichophis jugularis, Eptesicus anatolicus, Hemorrhois nummifer, Hyla savignyi, Mandragora officinarum, Phlomis brevibracteata, Phlomis cypria, Pinguicula crystallina, Plecotus kolombatovici, Propomacrus bimucronatus, Ranunculus kykkoensis, Rousettus aegyptiacus, Salvia veneris, Scilla lochiae, Scilla morrisii, Sideritis cypria, Tulipa cypria, Angelica palustris, Anthrenochernes stellae, Campanula bohemica, Campanula gelida, Cerastium alsinifolium, Cottus microstomus, Dianthus moravicus, Galium sudeticum, Jurinea cyanoides, Minuartia smejkalii, Pedicularis sudetica, Poa riphaea, Pulsatilla patens, Romanogobio belingi, Stipa zalesskii, Triturus montandoni, Acipenser oxyrinchus, Alosa alosa, Balaenoptera acutorostrata, Bison bonasus, Coregonus oxyrinchus, Dichelyma capillaceum, Dytiscus latissimus, Lacerta bilineata, Mustela lutreola, Oenanthe conioides, Petromyzon marinus, Sabanejewia baltica, Saxifraga hirculus, Stipa bavarica, Vertigo genesii, Balaenoptera physalus, Globicephala melas, Megaptera novaeangliae, Orcinus orca, Agrimonia pilosa, Boros schneideri, Cinna latifolia, Cottus koshewnikowi, Encalypta mutica, Moehringia lateriflora, Oxyporus mannerheimii, Pteromys volans, Rhinanthus osiliensis, Tortella rigens, Xyletinus tremulicola, Xylomoia strix, Acipenser naccarii, Alburnus vistonicus, Alburnus volviticus, Algyroides moreoticus, Algyroides nigropunctatus, Alosa macedonica, Alosa vistonica, Anatololacerta anatolica, Anatololacerta pelasgiana, Androcymbium rechingeri, Anthemis glaberrima, Aphanius almiriensis, Asyneuma giganteum, Barbus euboicus, Barbus peloponnesius, Barbus pergamonensis, Barbus prespensis, Barbus sperchiensis, Bupleurum capillare, Bupleurum kakiskalae, Capra aegagrus, Centaurea heldreichii, Centaurea kalambakensis, Centaurea lactiflora, Centaurea lancifolia, Centaurea niederi, Centaurea peucedanifolia, Centaurea princeps, Centrostephanus longispinus, Cephalanthera cucullata, Clinopodium taygeteum, Cobitis arachthosensis, Cobitis hellenica, Cobitis meridionalis, Cobitis ohridana, Cobitis puncticulata, Cobitis punctilineata, Cobitis stephanidisi, Cobitis trichonica, Cobitis vardarensis, Consolida samia, Convolvulus argyrothamnos, Dermochelys coriacea, Economidichthys pygmaeus, Economidichthys trichonis, Eirenis modestus, Eudontomyzon graecus, Eudontomyzon hellenicus, Fritillaria conica, Fritillaria obliqua, Fritillaria rhodocanakis, Globularia stygia, Grampus griseus, Helichrysum sibthorpii, Hellenolacerta graeca, Hierophis gemonensis, Hierophis viridiflavus, Hypericum aciferum, Iberis runemarkii, Jankaea heldreichii, Knipowitschia goerneri, Knipowitschia milleri, Lacerta citrovittata, Ladigesocypris ghigii, Laudakia stellio, Linaria hellenica, Lithophaga lithophaga, Lyciasalamandra helverseni, Lyciasalamandra luschani, Macrovipera schweizeri, Mediodactylus bartoni, Mediodactylus danilewskii, Mediodactylus oertzeni, Mediodactylus orientalis, Montivipera xanthina, Nepeta sphaciotica, Ophiomorus kardesi, Ophiomorus punctatissimus, Origanum dictamnus, Osmoderma lassallei, Paeonia parnassica, Papilio alexanor, Pelasgus epiroticus, Pelasgus laconicus, Pelasgus marathonicus, Pelasgus prespensis, Pelasgus stymphalicus, Pelasgus thesproticus, Phitosia crocifolia, Phoenix theophrasti, Physeter macrocephalus, Pinna nobilis, Pipistrellus hanaki, Podarcis cretensis, Podarcis gaigeae, Podarcis levendis, Podarcis milensis, Podarcis tauricus, Polygonum praelongum, Pseudorca crassidens, Rhodeus meridionalis, Romanogobio elimeius, Rutilus panosi, Rutilus prespensis, Rutilus ylikiensis, Salmo farioides, Salmo lourosensis, Salmo macedonicus, Salmo pelagonicus, Salmo peristericus, Scardinius graecus, Sciurus anomalus, Silene holzmannii, Silene orphanidis, Silurus aristotelis, Solenanthus albanicus, Squalius keadicus, Stenella coeruleoalba, Steno bredanensis, Symphytum cycladense, Telestes beoticus, Telestes pleurobipunctatus, Testudo marginata, Tropidophoxinellus hellenicus, Tropidophoxin
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 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.349 | 0.453 |
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".