Bibliographic record
Abstract
A dataset containing 2145507 species occurrences available in GBIF matching the query: { "TaxonKey" : [ "is one of (Lasius alienus (Foerster, 1850), Stenamma brevicorne (Mayr, 1886), Camponotus nearcticus Emery, 1893, Adelges lariciatus (Patch, 1909), Cinara mariana Bradley, 1956, Cinara laricifex (Fitch, 1858), Cinara strobi (Fitch, 1851), Cinara confinis (Koch, 1856), Cinara nimbata Hottes, 1954, Pachypappa rosettei (Maxson, 1934), Chaitophorus stevensis Sanborn, 1904, Capitophorus elaeagni (Del Guercio, 1894), Rhopalosiphum cerasifoliae (Fitch, 1855), Illinoia azaleae (Mason, 1925), Macrosiphum parvifolii Richards, 1967, Eriosoma americanum (Riley, 1879), Phyllaphis fagi (Linnaeus, 1761), Calaphis leonardi Quednau, 1971, Calaphis betulaecolens (Fitch, 1851), Prociphilus caryae (Fitch, 1856), Mindarus obliquus (Cholodkovsky, 1896), Chorinaeus subcarinatus Holmgren, 1858, Glypta exartemae Walley, 1934, Woldstedtius biguttatus (Gravenhorst, 1829), Atractodes ambiguus Ruthe, 1859, Enizemum ornatum (Gravenhorst, 1829), Homotropus strigator (Fabricius, 1793), Homotropus collinus (Stelfox, 1941), Zatypota cingulata Townes, 1960, Campodorus celator (Holmgren, 1876), Campodorus commotus (Holmgren, 1876), Euceros canadensis Cresson, 1869, Polysphincta tuberosa Gravenhorst, 1829, Enytus apostata (Gravenhorst, 1829), Hyposoter inquinatus (Holmgren, 1860), Mesochorus pictilis Holmgren, 1860, Syrphoctonus borealis (Holmgren, 1858), Mesochorus suomiensis Schwenke, 1999, Dusona limnobia (Thomson, 1887), Campoplex Gravenhorst, 1829, Campoplex sulcatus Horstmann, 1985, Tranosema exoletum (Thomson, 1887), Dusona vitticollis (Norton, 1863), Dialipsis dissimilis Dasch, 1992, Lissonota sexcincta (Ashmead, 1890), Stenobarichneumon citator (Thunberg, 1822), Passaloecus cuspidatus F.Smith, 1856, Psilotreta labida Ross, 1944, Dolichovespula maculata (Linnaeus, 1763), Tachyerges ephippiatus (Say, 1832), Anthonomus profundus J.L.LeConte, 1876, Anthonomus rubidus J.L.LeConte, 1876, Anthonomus quadrigibbus Say & T., 1832, Phloeophagus apionides Horn, 1873, Dorytomus vagenotatus Casey, 1892, Magdalis gentilis J.L.LeConte, 1876, Trissolcus euschisti (Ashmead, 1888), Winnertzia solidaginis Felt, 1907, Obolodiplosis robiniae (Haldeman, 1847), Stomatosema obscurum (Mamaev, 1967), Mycodiplosis coniophaga (Winnertz, 1853), Acordulecera dorsalis, Arge cyra, Gilpinia hercyniae (Hartig, 1837), Sterictiphora sericea, Empria multicolor, Monsoma inferentium, Nematus cadderensis Cameron, 1875, Nematus oligospilus Foerster, 1854, Empria coryli, Craterocercus obtusus, Pristiphora mollis (Hartig, 1837), Pristiphora cincta Newman, 1837, Acantholyda bucephala, Charmon extensor (Linnaeus, 1758), Diolcogaster Ashmead, 1900, Diolcogaster Ashmead, 1900, Microgaster Latreille, 1804, Apanteles Förster, 1863, Microplitis varicolor Viereck, 1917, Microplitis Förster, 1862, Microplitis hyphantriae Ashmead, 1898, Aphidius funebris Mackauer, 1961, Praon exsoletum (Nees, 1811), Ephedrus laevicollis (Thomson, 1895), Theridula emertoni Levi, 1954, Kaestneria pullata (O.Pickard-Cambridge, 1863), Gnaphosa parvula Banks, 1896, Agelenopsis utahana (Chamberlin & Ivie, 1933), Leucauge venusta (Walckenaer, 1841), Bathyphantes pallidus (Banks, 1892), Yunohamella lyrica (Walckenaer, 1841), Lepthyphantes turbatrix (O.Pickard-Cambridge, 1877), Microlinyphia mandibulata (Emerton, 1882), Agyneta fabra (Keyserling, 1886), Estrandia grandaeva (Keyserling, 1886), Frontinella pyramitela (Walckenaer, 1841), Pityohyphantes costatus (Hentz, 1850), Pityohyphantes tacoma Chamberlin & Ivie, 1942, Neriene radiata (Walckenaer, 1841), Drapetisca alteranda Chamberlin, 1909, Poeciloneta calcaratus (Emerton, 1909), Poeciloneta bihamata (Emerton, 1882), Tetragnatha elongata Walckenaer, 1841, Tetragnatha viridis Walckenaer, 1841, Tetragnatha versicolor Walckenaer, 1841, Tetragnatha shoshone Levi, 1981, Tetragnatha extensa (Linnaeus, 1758), Tetragnatha straminea Emerton, 1884, Ceraticelus atriceps (O.Pickard-Cambridge, 1874), Grammonota gigas (Banks, 1896), Helophora insignis (Blackwall, 1841), Allomengea dentisetis (Grube, 1861), Tunagyna debilis (Banks, 1892), Pocadicnemis americana Millidge, 1976, Pocadicnemis occidentalis Millidge, 1976, Pocadicnemis juncea Locket & Millidge, 1953, Centromerus longibulbus (Emerton, 1882), Grammonota angusta Dondale, 1959, Ceratinopsis nigriceps Emerton, 1882, Grammonota pictilis (O.Pickard-Cambridge, 1875), Larinioides patagiatus (Clerck, 1757), Eustala anastera (Walckenaer, 1841), Eustala rosae Chamberlin & Ivie, 1935, Eustala cepina (Walckenaer, 1841), Eustala emertoni (Banks, 1904), Araneus guttulatus (Walckenaer, 1841), Theridion glaucescens Becker, 1879, Theridion murarium Emerton, 1882, Theridion differens Emerton, 1882, Wamba crispulus (Simon, 1895), Cyclosa conica (Pallas, 1772), Neoscona arabesca (Walckenaer, 1841), Neoscona domiciliorum (Hentz, 1847), Theridiosoma gemmosum (L.Koch, 1877), Platnickina alabamensis (Gertsch & Archer, 1942), Araneus marmoreus Clerck, 1757, Araneus saevus (L.Koch, 1872), Araneus nordmanni (Thorell, 1870), Cercidia prominens (Westring, 1851), Euryopis funebris (Hentz, 1850), Dictyna brevitarsa Emerton, 1915, Emblyna maxima (Banks, 1892), Emblyna sublata (Hentz, 1850), Emblyna phylax (Gertsch & Ivie, 1936), Dipoena nigra (Emerton, 1882), Neospintharus trigonum (Hentz, 1850), Theridion agrifoliae Levi, 1957, Canalidion montanum (Emerton, 1882), Theridion albidum Banks, 1895, Theridion frondeum Hentz, 1850, Theridion pictum (Walckenaer, 1802), Rugathodes aurantius (Emerton, 1915), Thymoites camano (Levi, 1957), Rugathodes sexpunctatus (Emerton, 1882), Neottiura bimaculata (Linnaeus, 1767), Anyphaena pectorosa L.Koch, 1866, Clubiona kastoni Gertsch, 1941, Clubiona obesa Hentz, 1847, Clubiona trivialis C.L.Koch, 1843, Clubiona pacifica Banks, 1896, Clubiona canadensis Emerton, 1890, Neoantistea magna (Keyserling, 1887), Agroeca ornata Banks, 1892, Wadotes calcaratus (Keyserling, 1887), Cryphoeca montana Emerton, 1909, Phrurotimpus borealis (Emerton, 1911), Xysticus punctatus Keyserling, 1880, Xysticus elegans Keyserling, 1880, Ozyptila distans Dondale & Redner, 1975, Ozyptila pacifica Banks, 1895, Tibellus oblongus (Walckenaer, 1802), Philodromus rufus Walckenaer, 1826, Philodromus mineri Gertsch, 1933, Philodromus vulgaris (Hentz, 1847), Philodromus praelustris Keyserling, 1880, Philodromus keyserlingi Marx, 1890, Calositticus floricola (C.L.Koch, 1837), Ero canionis Chamberlin & Ivie, 1935, Zygoballus rufipes G.W.Peckham & E.G.Peckham, 1885, Pelegrina flavipes (G.W.Peckham & E.G.Peckham, 1888), Pelegrina flaviceps (Kaston, 1973), Pelegrina proterva (Walckenaer, 1837), Pelegrina montana (Emerton, 1891), Eris militaris (Hentz, 1845), Tutelina elegans (Hentz, 1846), Tutelina harti (Emerton, 1891), Pirata praedo Kulczyński, 1885, Pardosa moesta Banks, 1892, Schizocosa ocreata (Hentz, 1844), Gladicosa gulosa (Walckenaer, 1837), Piratula insularis (Emerton, 1885), Piratula cantralli (Wallace & Exline, 1978), Amaurobius borealis Emerton, 1909, Callobius bennetti (Blackwall, 1846), Robertus riparius (Keyserling, 1886), Evarcha proszynskii Marusik & Logunov, 1998, Evarcha hoyi (G.W.Peckham & E.G.Peckham, 1883), Eidmannella pallida (Emerton, 1875), Entomobrya nivalis (C.Linnaeus, 1758), Deuterosminthurus Börner, 1901, Cylindroiulus punctatus (Leach, 1816), Polyxenus lagurus (Linnaeus, 1758), Peripsocus subfasciatus (Rambur, 1842), Trichadenotecnum majus (Kolbe, 1880), Valenzuela flavidus (Stephens, 1836), Amphigerontia bifasciata (Latreille, 1799), Lachesilla contraforcepeta Chapman, 1930, Rhyacophila manistee Ross, 1938, Agrypnia improba (Hagen, 1873), Limnephilus ornatus Banks, 1897, Limnephilus moestus Banks, 1908, Limnephilus submonilifer Walker, 1852, Hydatophylax argus (Harris, 1869), Lepidostoma ontario Ross, 1941, Banksiola crotchi Banks, 1944, Ptilostomis ocellifera (Walker, 1852), Oligostomis pardalis (Walker, 1852), Elasmucha lateralis (Say, 1831), Euschistus tristigmus (Say, 1832), Podisus brevispinus, Banasa dimidiata, Blepharidopterus provancheri (Burque, 1887), Orthotylus necopinus Van Duzee, 1916, Neolygus hirticulus (Van Duzee, 1916), Neolygus belfragii (Reuter, 1876), Neolygus fagi (Knight, 1917), Neolygus contaminatus (Fallen, 1807), Pinalitus rostratus Kelton, 1977, Phytocoris husseyi Knight, 1923, Taedia colon (Say, 1832), Deraeocoris pinicola Knight, 1921, Deraeocoris grandis (Uhler, 1887), Deraeocoris histrio (Reuter, 1876), Platylygus luridus (Reuter, 1909), Pappus luridus (Reuter, 1909), Poecilocapsus lineatus (Fabricius, 1798), Phytocoris lasiomerus Reuter, 1909, Acalypta elegans Horváth, 1906, Kleidocerys resedae (Panzer, 1793), Zelus luridus Stål, 1862, Aulonothroscus validus (LeConte, 1868), Oncopsis cinctifrons (Provancher, 1889), Oncopsis sobria (Walker, 1851), Oncopsis coloradensis (Baker, 1898), Oncopsis albicollis Hamilton, 1983, Scaphoideus cylindratus DeLong & Beery, 1936, Gyponana quebecensis (Provancher, 1872), Stenocranus felti Van Duzee, 1910, Criomorphus conspicuus Metcalf, 1923, Cixius pini Fitch, 1851, Parapsyche apicalis (Banks, 1908), Hydropsyche morosa Hagen, 1861, Hydropsyche betteni Ross, 1938, Homoplectra doringa (Milne, 1936), Crepidodera violacea Melsheimer, 1847, Agarodes tetron (Ross, 1948), Microdon tristis Loew, 1864, Pyrrhalta viburni (Paykull, 1799), Tricholochmaea cavicollis (LeConte, 1865), Psyche casta (Pallas, 1767), Capraita subvittata (Horn, 1889), Capraita thyamoides (Crotch, 1873), Platycerus quercus (Weber, 1801), Mulsantina hudsonica (Casey, 1899), Margaridisa atriventris (Melsheimer, 1847), Plagiodera versicolora (Laicharting, 1781), Gonioctena americana (C.Schaeffer, 1924), Corticaria orbicollis (Mannerheim, 1853), Apoda rectilinea (Grote & Robinson, 1868), Bucculatrix pomifoliella Clemens, 1860, Parallelia bistriaris Hübner, 1818, Carterocephalus palaemon (Pallas, 1771), Anageshna primordialis Dyar, 1906
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 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.365 | 0.456 |
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".