Bibliographic record
Abstract
A dataset containing 2141437 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Acanthocinus obsoletus (Olivier, 1795), Acaulon muticum (Schreb. ex Hedw.) Müll.Hal., Acaulon muticum var. rufescens (A.Jaeger) H.A.Crum, Acella haldemani (Deshayes, 1867), Acipenser fulvescens Rafinesque, 1817, Acipenser fulvescens Rafinesque, 1817, Acipenser fulvescens Rafinesque, 1817, Acronicta albarufa Grote, 1874, Actaea racemosa L., Acupalpus indistinctus Dejean, 1831, Agalinis purpurea var. purpurea, Agastache scrophulariifolia (Willd.) Kuntze, Agonum deceptivum (LeConte, 1879), Agrilaxia flavimana (Gory, 1841), Agrilus egeniformis Champlain & Knull, 1923, Agrilus imbellis Crotch, 1873, Agrilus malvastri Fisher, 1928, Agrostis hyemalis (Walter) Britton, Sterns & Poggenb., Agyneta evadens (Chamberlin, 1925), Alopias superciliosus Lowe, 1841, Altica knabii (Blatchley, 1910), Ambystoma tigrinum (Green, 1825), Ambystoma tigrinum (Green, 1825), Ambystoma tigrinum (Green, 1825), Amerinus linearis (LeConte, 1863), Anaedus brunneus (Ziegler, 1844), Analetris eximia Edmunds, 1972, Anarhichas denticulatus Krøyer, 1845, Anarhichas minor Olafsen, 1772, Andreaea mutabilis Hook.f. & Wilson, Andreaea schofieldiana B.M.Murray, Andreaeobryum macrosporum Steere & B.M.Murray, Andrena berberidis Cockerell, 1905, Andrena caerulea Smith, 1879, Andrena cuneilabris Viereck, 1926, Andrena edwardsi Viereck, 1916, Andrena evoluta Linsley & MacSwain, 1961, Andrena fuscicauda (Viereck, 1904), Andrena nothocalaidis (Cockerell, 1905), Andrena porterae Cockerell, 1900, Andrena quintiliformis Viereck, 1917, Anelaphus pumilus (Newman, 1840), Animomyia hardwicki Rindge, 1974, Anisodactylus dulcicollis (LaFerté-Sénectère, 1841), Anisodactylus laetus Dejean, 1829, Antennaria pulcherrima subsp. eucosma (Fernald & Wiegand) R.J.Bayer, Anthidium mormonum Cresson, 1878, Anthoceros macounii M.Howe, Antrodiaetus cerberus Coyle, 1971, Antrodiaetus pugnax (Chamberlin, 1917), Apalone spinifera spinifera, Apatania alberta Nimmo, 1971, Aphonus castaneus (Melsheimer, 1845), Apote robusta Caudell, 1907, Arctogeophilus insularis Attems, 1947, Argynnis bischoffi Edwards, 1871, Argynnis callippe chilcotinensis, Aristida dichotoma Michx., Aristida longespica var. longespica, Aristida purpurascens Poir., Aristida purpurascens var. purpurascens, Artemisia globularia subsp. globularia, Asemum australe LeConte, 1850, Astragalus sclerocarpus A.Gray, Astrophanes adonis Osten Sacken, 1886, Ataxia brunnea Champlain & Knull, 1926, Atoposmia copelandica (Cockerell, 1908), Atriplex glabriuscula var. franktonii (Tascher.) S.L.Welsh, Badister ferrugineus Dejean, 1831, Badister pulchellus LeConte, 1847, Balaenoptera borealis Lesson, 1828, Balaenoptera borealis Lesson, 1828, Balaenoptera borealis Lesson, 1828, Barbula amplexifolia (Mitt.) A.Jaeger, Barnea truncata (Say, 1822), Bathyphantes weyeri (Emerton, 1875), Batyle ignicollis (Say, 1824), Bembidion bowditchii LeConte, 1878, Bembidion nitidicolle Bousquet, 2006, Bembidion rufotinctum Chaudoir, 1868, Bisnius hyperboreus (J.Sahlberg, 1880), Blabomma californicum (Simon, 1895), Bledius nitidicollis J.L.LeConte, 1863, Bledius rubiginosus Erichson, 1840, Blepharostoma arachnoideum M.Howe, Boloria epithore sigridae (J.Shepard, 2001), Boloria eunomia nichollae (W.Barnes & Benjamin, 1926), Boloria Moore, 1900, Boloria natazhati nabokovi D.Stallings & Turner, 1947, Boloria natazhati natazhati, Bolshecapnia gregsoni (Ricker, 1965), Bolshecapnia rogozera (Ricker, 1965), Bombus kluanensis Williams & Cannings, 2016, Bombus vagans bolsteri Franklin, 1913, Bombus variabilis (Cresson, 1872), Boreus insulanus Blades, 2002, Boreus nix Carpenter, 1935, Boreus reductus Carpenter, 1933, Brachyleptura circumdata (Olivier, 1795), Brachynemurus nebulosus (Olivier, 1811), Brachypalpus alopex (Osten Sacken, 1877), Brommella monticola (Gertsch & Mulaik, 1936), Bruchia flexuosa (Schwägr.) Müll.Hal., Bryoerythrophyllum ferruginascens (Stirt.) Giacom., Calliergon orbicularicordatum (Renauld & Cardot) Broth., Callilepis eremella Chamberlin, 1928, Calliopsis scitula Cresson, 1878, Calosoma cancellatum Eschscholtz, 1833, Calymmaria suprema Chamberlin & Ivie, 1937, Camptonotus carolinensis (Gerstaecker, 1860), Campylopus sinensis (Müll.Hal.) J.-P.Frahm, Carabus vinctus (Weber, 1801), Carcharodon carcharias (Linnaeus, 1758), Carex bicknellii Britton & A.Br., Carex laxa Wahlenb., Cassiope lycopodioides subsp. cristapilosa Calder & Taylor, Castianeira trilineata (Hentz, 1847), Castianeira variata Gertsch, 1942, Castilleja miniata var. fulva (Pennell) J.M.Egger, Castilleja minor (A.Gray) A.Gray, Castilleja minor var. exilis (A.Nelson) J.M.Egger, Caviphantes saxetorum (Hull, 1916), Cephaloziella elegans (Heeg) Schiffn., Cercopeus schwarzi Sleeper, 1955, Cercyon connivens Fall, 1924, Cercyon mendax Smetana, 1978, Cercyonis oetus phocus (W.H.Edwards, 1874), Cercyonis oetus Boisduval, 1869, Cercyonis pegala incana (W.H.Edwards, 1880), Cetorhinus maximus (Gunnerus, 1765), Cetorhinus maximus (Gunnerus, 1765), Ceutorhynchus carteri W.J.Brown, 1931, Ceutorhynchus convexipennis Fall, 1917, Ceutorhynchus handfordi W.J.Brown, 1931, Charisalia americana (Haldeman, 1847), Chenopodium berlandieri var. bushianum (Aellen) Cronquist, Chilostigma itascae Wiggins, 1975, Chlaenius aestivus Say, 1823, Chlaenius laticollis Say, 1823, Chrysanthrax vanus (Coquillett, 1887), Chrysemys picta (Schneider, 1783), Chrysops coloradensis Bigot, 1892, Chrysops flavidus Wiedemann, 1821, Chrysso pelyx (Levi, 1957), Cicindela decemnotata meriwetheri Knisley & Kippenhan, 2012, Cicindela limbata hyperborea LeConte, 1863, Cicindela patruela patruela, Cis castlei (Dury, 1917), Clarkia purpurea (Curtis) A.Nelson & J.F.Macbr., Clivina dentipes Dejean, 1825, Clubiona angulata Dondale & Redner, 1976, Clubiona quebecana Dondale & Redner, 1976, Codriophorus aduncoides (Bedn.-Ochyra) Bedn.-Ochyra & Ochyra, Colias boothi Curtis, 1835, Colias johanseni Troubridge & Philip, 1990, Coluber constrictor Linnaeus, 1758, Conocephalus strictus (Scudder, 1875), Conophorus nigripennis (Loew, 1872), Conophorus obesulus (Loew, 1872), Coregonus clupeaformis (Mitchill, 1818), Coregonus clupeaformis (Mitchill, 1818), Coregonus clupeaformis (Mitchill, 1818), Coregonus clupeaformis (Mitchill, 1818), Coregonus lavaretus (Linnaeus, 1758), Coregonus lavaretus (Linnaeus, 1758), Coregonus lavaretus (Linnaeus, 1758), Coregonus lavaretus (Linnaeus, 1758), Coregonus reighardi (Koelz, 1924), Coreopsis tripteris L., Coreorgonal bicornis (Emerton, 1923), Coreorgonal petulcus (Millidge, 1981), Cottus aleuticus Gilbert, 1896, Crataegus margarettae var. angustifolia E.J.Palmer, Crataegus margarettae f. margarettae, Crataegus persimilis Sarg., Crataegus scabrida var. asperifolia (Sarg.) Kruschke, Crataegus sheridana A.Nelson, Crepidodera vaga Parry, 1986, Crepis occidentalis subsp. pumila (Rydb.) Babc. & Stebbins, Crossocalyx tenuis (H.R.Williams) Schljakov, Cupido comyntas (Godart, 1824), Curculio aurivestis Chittenden, 1927, Curculio uniformis C.R.Sahlberg, 1835, Cychrus hemphillii G.Horn, 1879, Cylindrocopturus medicatus Carr, 1929, Cyperus acuminatus Torr. & Hook., Cyrto-hypnum pygmaeum (Schimp.) W.R.Buck & H.A.Crum, Delphinapterus leucas (Pallas, 1776), Delphinapterus leucas (Pallas, 1776), Delphinapterus leucas (Pallas, 1776), Delphinapterus leucas (Pallas, 1776), Dendrobazzania griffithiana (Steph.) R.M.Schust. & W.B.Schofield, Dermochelys coriacea (Vandelli, 1761), Dermochelys coriacea (Vandelli, 1761), Desmodium rotundifolium DC., Dianthidium plenum Timberlake, 1943, Dianthidium subparvum Swenk, 1914, Dianthidium ulkei (Cresson, 1878), Diarrhena obovata (Gleason) Brandenburg, Dicaelus purpuratus Bonelli, 1813, Dicerca asperata (Laporte & Gory, 1837), Dichanthelium dichotomum (L.) Gould, Dichanthelium dichotomum subsp. dichotomum, Dichromorpha viridis (Scudder, 1862), Dicranella staphylina H.Whitehouse, Didymodon australasiae (Hook. & Grev.) R.H.Zander, Diplophyllum andrewsii A.Evans, Diplophyllum apiculatum (A.Evans) Steph., Diplophyllum obtusatum (R.M.Schust.) R.M.Schust., Dipoena appalachia Levi, 1953, Disembolus hyalinus Millidge, 1981, Dolomedes vittatus Walckenaer, 1837, Dorcaschema cinereum (Olivier, 1795), Draba mulliganii Al-Shehbaz, Draba simmonsii Elven & Al-Shehbaz, Dufourea dilatipes Bohart, 1948, Dufourea monardae (Viereck, 1924), Dulichium arundinaceum var. boreale Lepage, Dyschirius pilosus LeConte, 1857, Echinophyllum sachalinense (Lindb.) T.J.O'Brien, Elaphropus capax (LeConte, 1863), Eleocharis fallax Weath., Ellipsoptera cuprascens (LeConte, 1852), Elodium paludosum Austin, Elymus macgregorii R.E.Brooks & J.J.N.Campb., Emydoidea blandingii (Holbrook, 1838), Enallagma traviatum Selys, 1876, Enaphalodes atomarius (Drury, 1773), Encalypta vittiana D.G.Horton, Epeoloides pilosulus (Cresson, 1879), Ephalus latimanus (LeConte, 1847), Epilobium ciliatum var. ecomosum (Fassett) B.Boivin, Erebia pawloskii canadensis B.Warren, 1931, Eristalis brousii Williston, 1882, Eschrichtius robustus (Lilljeborg, 1861), Eschrichtius robustus (Lilljeborg, 1861), Etorofus Matsushita, 1933, Eubalaena glacialis (Müller, 1776), Euchalcia borealis Lafontaine & Poole, 1991, Euphyes dukesi dukesi, Euxoa chimoensis Hardwick, 1966, Exoprosopa fasciata Macquart, 1840, Festuca auriculata Drobow, Fissidens exilis Hedw., Fissidens obtusifolius Wilson, Fluminicola virens (I.Lea, 1838), Forsstroemia trichomitria (Hedw.) Lindb., Frullania hattoriana J.D.Godfrey & G.Godfrey, Frullania riparia Hampe ex Lehm., Frullania selwyniana Pearson, Galba alberta F.C.Baker, 1919, Gasterosteus aculeatus Linnaeus, 1758, Gasterosteus aculeatus Linnaeus, 1758, Gasterosteus Linnaeus, 1758, Gasterosteus Linnaeus, 1758, Gasterosteus Linnaeus, 1758, Gasterosteus Linnaeus, 1758, Gasterosteus Linnaeus, 1758, Gasterosteus Lin
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.022 |
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".