Bibliographic record
Abstract
A dataset containing 442192 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Colias eurytheme Boisduval, 1852, Colletes americanus Cresson, 1868, Colletes brevicornis Robertson, 1897, Colletes compactus Cresson, 1868, Colletes latitarsis Robertson, 1891, Colletes simulans Cresson, 1868, Colletes susannae Swenk, 1925, Colocasia flavicornis Smith, 1884, Colocasia propinquilinea Grote, 1873, Colon magnicolle Mannerheim, 1853, Colopterus truncatus (Randall, 1838), Compsilura concinnata (Meigen, 1824), Condica sutor Guenée, 1852, Condica vecors Guenée, 1852, Conioscinella flavescens (Tucker, 1908), Copestylum avidum (Osten Sacken, 1877), Copestylum marginatum (Say, 1829), Copestylum mexicanum (Macquart, 1842), Coproica acutangula (Zetterstedt, 1847), Coproica ferruginata (Stenhammar, 1854), Coproica hirticula Collin, 1956, Coproica hirtula (Rondani, 1880), Coras montanus (Emerton, 1890), Cordilura carbonaria (Walker, 1849), Cordilura dimidiata (Cresson, 1918), Cordilura gagatina Loew, 1869, Cordilura gracilipes Loew, 1869, Cordilura ontario Curran, 1929, Cordilura picticornis Loew, 1864, Cordilura pleuritica Loew, 1863, Cordilura variabilis Loew, 1876, Cornigamasus lunaris (Berlese, 1882), Corticarina cavicollis (Mannerheim, 1844), Corticeus praetermissus (Fall, 1926), Cortinicara gibbosa (Herbst, 1793), Corymbitodes elongaticollis (Hamilton, 1893), Cosmia calami Harvey, 1876, Cosmolaelaps vacuus (A.D.Michael, 1891), Cosmopterix clemensella (Stainton, 1860), Cosmopterix pulcherrimella (Chambers, 1875), Crambidia cephalica (Grote & Robinson, 1870), Crambidia lithosioides Dyar, 1898, Crambidia pallida Packard, 1864, Crambodes talidiformis Guenée, 1852, Crambus agitatellus Clemens, 1860, Crambus laqueatellus Clemens, 1860, Crematogaster californica Wheeler, 1919, Crematogaster cerasi Fitch, 1855, Crocidophora tuberculalis Lederer, 1863, Cryphalus ruficollis Hopkins, 1915, Cryphoeca montana Emerton, 1909, Cryptophagus difficilis Casey, 1900, Cryptophagus pilosus Gyllenhal, 1827, Cryptophagus setulosus Sturm, 1845, Cryptophagus subfumatus Kraatz, 1856, Cryptophagus varus Woodroffe & Coombs, 1961, Proisotomodes bipunctatus (W.M.Axelson, 1903), Crypturgus borealis J.M.Swaine, 1917, Ctenicera kendalli Kirby, 1837, Nitidolimonius resplendens (Eschscholtz, 1829), Curimopsis moosilauke Johnson, 1986, Cyamops halteratus Sabrosky, 1958, Cyamops nebulosus Melander, 1913, Cybaeopsis euopla (Bishop & Crosby, 1935), Cybaeopsis tibialis (Emerton, 1888), Cyclophora packardi (Prout, 1936), Cyclophora pendulinaria (Guenée), Cycnia inopinatus Edwards, 1882, Cycnia oregonensis Stretch, Cycnia tenera Hübner, 1818, Cydia latiferreana (Walsingham, 1879), Cymbiodyta vindicata Fall, 1924, Cymindis cribricollis Dejean, 1831, Cynomya cadaverina Robineau-Desvoidy, 1830, Cyphon confusus W.J.Brown, 1930, Cyphon modestus (LeConte, 1853), Cyphon nebulosus (LeConte, 1853), Cyphon variabilis (Thunberg, 1785), Cyrtophleba coquilletti (Aldrich, 1926), Cytilus alternatus (Say, 1825), Darapsa myron Cramer, 1779, Dargida rubripennis Grote & Robinson, 1870, Dasychira basiflava Packard, 1864, Dasychira dorsipennata Barnes & McDunnough, 1919, Dasychira manto Strecker, 1900, Dasychira obliquata Grote & Robinson, 1866, Dasychira vagans Barnes & McDunnough, 1913, Dasylophia anguina J.E.Smith, 1797, Dasylophia thyatiroides Walker, 1862, Datana angusii Grote & Robinson, 1866, Datana integerrima Grote & Robinson, 1866, Datana ministra Drury, 1773, Datana perspicua Grote & Robinson, 1865, Decantha borkhausenii (Zeller, 1839), Deltophora sella (Chambers, 1874), Dendroctonus rufipennis Kirby, 1837, Dendrolaelaps zwoelferi Hirschmann, 1960, Dendrophagus cygnaei Mannerheim, 1846, Denisiella lithophila R.J.Snider, 1988, Denticollis denticornis (Kirby, 1837), Dentizetes ledensis Behan-Pelletier, 2000, Dentizetes rudentiger Hammer, 1952, Depressaria pastinacella Duponchel, 1838, Dermestes maculatus DeGeer, 1774, Desmia funeralis Hübner, Desmometopa sordida (Fallén, 1820), Cryptographis elealis Walker, 1859, Diadasia bituberculata (Cresson, 1879), Diadasia consociata Timberlake, 1939, Diadasia diminuta (Cresson, 1879), Diadasia enavata (Cresson, 1872), Diadasia rinconis Cockerell, 1897, Diadegma blackburni (Cameron, 1883), Diadegma insulare (Cresson, 1865), Dianthidium parvum (Cresson, 1878), Dianthidium ulkei (Cresson, 1878), Diapterobates humeralis (Hermann, 1804), Diapterobates sitnikovae Shaldybina, 1970, Diapterobates variabilis Hammer, 1955, Diastictis ventralis Grote & Robinson, 1867, Dichagyris acclivis Morrison, 1875, Dichagyris broui Lafontaine, 2004, Dichomeris achne Hodges, 1986, Dichomeris costarufoella (Chambers, 1874), Dichomeris flavocostella (Clemens, 1860), Dichomeris georgiella (Walker, 1866), Dichomeris inserrata (Walsingham, 1882), Dichomeris ligulella Hübner, 1818, Dichomeris setosella (Clemens, 1860), Dichrorampha bittana (Busck, 1906), Dictyoptera aurora (Herbst, 1784), Dicyrtoma aurata (H.B.Mills, 1934), Digrammia continuata (Walker, 1862), Digrammia gnophosaria (Guenée), Digrammia ocellinata (Guenée), Digrammia subminiata (Packard, 1874), Dinaraea angustula (Gyllenhal, 1810), Dinothenarus capitatus (Bland, 1864), Diplazon laetatorius (Fabricius, 1781), Diplocentria bidentata (Emerton, 1882), Diplocentria rectangulata (Emerton, 1915), Diplocephalus subrostratus (O.Pickard-Cambridge, 1873), Dolichocis manitoba Dury, 1919, Dolomedes striatus Giebel, 1869, Dometorina plantivaga (Berlese, 1895), Liacarus acutidens Aoki, 1965, Dorymyrmex bicolor Wheeler, 1906, Dorymyrmex insanus (Buckley, 1866), Drassodes neglectus (Keyserling, 1887), Drassyllus depressus (Emerton, 1890), Drassyllus niger (Banks, 1896), Drasteria grandirena Haworth, 1809, Dryocampa rubicunda Fabricius, 1793, Dryocoetes affaber LeConte, 1876, Dryocoetes autographus Eichhoff, 1864, Dryocoetes betulae Hopkins, 1915, Dufourea monardae (Viereck, 1924), Eacles imperialis Drury, 1773, Eanus decoratus (Mannerheim, 1853), Eanus estriatus (LeConte, 1853), Eanus maculipennis LeConte, 1863, Earota dentata (Bernhauer, 1906), Ecliptopera atricolorata (Grote & Robinson, 1867), Ectropis crepuscularia (Denis & Schiffermüller), 1775, Eido trimaculella (Fitch, 1856), Ceratobarys pechumani (Sabrosky, 1948), Elaphria festivoides Guenée, 1852, Elaphria grata Hübner, 1818, Elaphria versicolor Grote, 1875, Elateroides lugubris (Say, 1835), Ellida caniplaga Walker, 1856, Photinus corrusca (Linnaeus, 1767), Emmesa connectens Newman, 1838, Endothenia hebesana (Walker, 1863), Themira annulipes (Meigen, 1826), Enicmus tenuicornis LeConte, 1878, Hypochthoniella crosbyi (Ewing, 1909), Hypochthoniella minutissima (Berlese, 1903), Ennomos magnaria Guenée, Ennomos subsignaria (Hübner), Eosphoropteryx thyatyroides Guenée, 1852, Epalpus signifer (Walker, 1849), Epeolus lectoides Robertson, 1901, Mermessus maculatus (Banks, 1892), Mermessus trilobatus (Emerton, 1882), Epiblema brightonana (Kearfott, 1907), Epiblema carolinana (Walsingham, 1895), Epiblema fulminana, Epiblema iowana McDunnough, 1935, Epiblema otiosana (Clemens, 1860), Epiblema scudderiana (Clemens, 1860), Epiblema strenuana (Walker, 1863), Epiblema tripartitana (Zeller, 1875), Epiblema walsinghami (Kearfott, 1907), Epichlorops scaber (Coquillett, 1898), Epidamaeus arcticola, Damaeus coxalis (Hammer, 1952), Damaeus floccosus (Behan-Pelletier & Norton, 1985), Damaeus fortispinosus (Hammer, 1967), Damaeus koyukon (Behan-Pelletier & Norton, 1985), Epimecis hortaria (Fabricius, 1794), Epiphanis cornutus Eschscholtz, 1829, Episimus argutana (Clemens, 1860), Epuraea avara (Randall, 1838), Epuraea rufomarginata (Stephens, 1830), Epuraea labilis Erichson, 1843, Epuraea linearis Méklin, 1853, Epuraea obtusicollis Reitter, 1873, Epuraea parsonsi Connell, 1981, Epuraea planulata Erichson, 1843, Epuraea populi Dodge, 1939, Epuraea rufida (Melsheimer, 1846), Epuraea terminalis (Mannerheim, 1843), Epuraea truncatella (Mannerheim, 1846), Erastria coloraria (Fabricius, 1798), Eremaeus translamellatus Hammer, 1952, Eribella exilis (Coquillett, 1897), Erichsonius pusio (Horn, 1884), Eris militaris (Hentz, 1845), Eristalis arbustorum (Linnaeus, 1758), Ernobius filicornis LeConte, 1879, Ernobius schedli W.J.Brown, 1932, Ero canionis Chamberlin & Ivie, 1935, Estigmene acrea Drury, 1773, Euaresta bella (Loew, 1862), Eubaphe mendica (Walker, 1854), Eucera actuosa (Cresson, 1879), Eucera amsinckiae (Timberlake, 1969), Eucera frater (Cresson, 1879), Eucera hamata (Bradley, 1942), Eucera lunata (Timberlake, 1969), Eucera stretchii (Cresson, 1879), Eucera virgata (Cockerell, 1905), Euchaetes egle Drury, 1773, Euchlaena amoenaria (Guenée), Euchlaena irraria Barnes & McDunnough, 1916, Euchlaena johnsonaria (Fitch, 1870), Euchlaena obtusaria (Hübner, 1813), Euchlaena pectinaria (Denis & Schiffermüller), 1775, Euchlaena serrata (Drury, 1773), Euchlaena tigrinaria (Guenée), Euclea delphinii (Boisduval, 1832), Arpedium brunnescens J.Sahlberg, 1871, Eucosma autumnana (McDunnough, 1942), Eucosma bilineana Kearfott, 1907, Eucosma clavana (Fernald, 1882), Pelochrista consobrinana (Heinrich, 1923), Pelochrista derelicta (Heinrich, 1929), Pelochrista fiskeana (Kearfott, 1905), Eucosma formosana (Clemens, 1860), Eucosma giganteana (Riley, 1881), Eucosma ochrocephala (Walsingham, 1895), Eucosma ochroterminana (Kearfott, 1907), Eucosma parmatana (Clemens, 1860), Eucosma radiatana (Walsingham, 1879), Eucosma raracana (Kearfott, 1907), Eucosma sombreana Kearfott, 1905, Eucosma striatana (Clemens, 1860), Eucosma tomonana Kearfott, 1907, Pelochrista vagana (McDunnough, 1925), Pelochrista vandana (Kearfott, 1907), Eucosmomorpha nearctica Miller, 2002, Eudasyphora cyanicolor (Zetterstedt, 1845), Eudryas grata Fabricius, 1793, Eudryas unio Hübner, 1831, Eueremaeus marshalli Behan-Pelletier, 1993, Eueremaeus masinasin Behan-Pelletier, 1993)", "HasGeospatialIssue is false", "HasCoordinate is t
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 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.392 | 0.482 |
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".