Bibliographic record
Abstract
A dataset containing 144944 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Atomaria elongatula Erichson, 1846, Carabus truncaticollis Eschscholtz, 1833, Diacheila polita (Faldermann, 1835), Leiodes punctulata (Gyllenhal, 1810), Nicrophorus vespilloides Herbst, 1783, Olisthaerus megacephalus (Zetterstedt, 1828), Planolinoides borealis (Gyllenhal, 1827), Antherophagus suturalis Méklin, 1853, Atomaria kamtschatica Motschulsky, 1845, Atomaria tenebrosa (Casey, 1900), Bellatheta microptera (Lohse, 1990), Colon liebecki Wickham, 1902, Dendroctonus punctatus LeConte, 1868, Denticollis varians (Germar, 1846), Dorytomus alaskanus Casey, 1892, Dorytomus frostii Blatchley & Leng, 1916, Dorytomus lecontei O'Brien, 1970, Neohypdonus restrictulus (Mannerheim, 1853), Olophrum latum Mäklin, 1853, Proteinus limbatus Mäklin, 1852, Proteinus parvulus J.L.LeConte, 1863, Pterostichus bryanti (Van Dyke, 1951), Tachinus instabilis Mäklin, 1853, Acidota crenata (Fabricius, 1792), Acidota quadrata (Zetterstedt, 1838), Adalia bipunctata (Linnaeus, 1758), Amara alpina (Paykull, 1790), Amara brunnea (Gyllenhal, 1810), Amara hyperborea Dejean, 1831, Atheta munsteri Bernhauer, 1902, Bembidion grapii Gyllenhal, 1827, Bolitobius cingulatus Mannerheim, 1830, Bromius obscurus (Linnaeus, 1758), Caenoscelis ferruginea (C.R.Sahlberg, 1820), Cartodere constricta (Gyllenhal, 1827), Catops alpinus Gyllenhal, 1827, Catops luteipes C.G.Thomson, 1884, Coccinella trifasciata Linnaeus, 1758, Corticarina Reitter, 1880, Cryptophagus corticinus C.G.Thomson, 1863, Cryptophagus lapponicus Gyllenhal, 1827, Cryptophagus tuberculosus Méklin, 1852, Dryocoetes autographus Eichhoff, 1864, Dyschirius melancholicus Putzeys, 1867, Eucnecosum brachypterum (Gravenhorst, 1802), Eucnecosum brunnescens (J.R.Sahlberg, 1871), Gonioctena nivosa Suffrian, 1851, Harpalus laevipes Zetterstedt, 1828, Harpalus nigritarsis C.R.Sahlberg, 1827, Hippodamia arctica (Schneider, 1792), Hypera diversipunctata (F.P.Schrank, 1798), Ischnosoma splendidum (Gravenhorst, 1806), Miscodera arctica (Paykull, 1798), Mycetoporus nigrans Mäklin, 1853, Olophrum boreale (Paykull, 1792), Olophrum consimile (Gyllenhal, 1810), Olophrum rotundicolle (C.R.Sahlberg, 1830), Pachyta lamed (Linnaeus, 1758), Phloeostiba lapponica (Zetterstedt, 1838), Pterostichus adstrictus Eschscholtz, 1823, Pterostichus brevicornis (Kirby, 1837), Pterostichus pinguedineus (Eschscholtz, 1823), Pterostichus ventricosus (Eschscholtz, 1823), Quedius fellmani (Zetterstedt, 1838), Quedius fulvicollis (Stephens, 1833), Sericoda quadripunctata (DeGeer, 1774), Stereocerus haematopus (Dejean, 1831), Tachinus basalis Erichson, 1839, Tachinus elongatus Gyllenhal, 1810, Tachyporus nitidulus (Fabricius, 1781), Agathidium angulare Mannerheim, 1852, Agathidium athabascanum Fall, 1934, Agoliinus piceatus (Robinson, 1946), Aleochara castaneipennis Mannerheim, 1843, Anthaxia expansa LeConte, 1860, Ascoliocerus sanborni (Horn, 1871), Atheta capsularis Klimaszewski, 2005, Atheta prudhoensis (Lohse, 1990), Atheta stercoris Fenyes, 1920, Atheta terranovae Klimaszewski & Langor, 2011, Bembidion concolor (Kirby, 1837), Boreophilia nomensis (Casey, 1910), Boreostiba parvipennis (Bernhauer, 1907), Bryophacis smetanai Campbell, 1993, Byrrhus cyclophorus Kirby, 1837, Byrrhus geminatus LeConte, 1854, Byturus unicolor Say, 1823, Caenocara scymnoides LeConte, 1865, Calathus ingratus Dejean, 1828, Carabus chamissonis Fischer von Waldheim, 1820, Catops luridipennis Mannerheim, 1853, Ceratomegilla ulkei Crotch, 1873, Chaetocnema protensa LeConte, 1878, Coccinella transversoguttata Faldermann, 1835, Colon discretum Hatch, 1933, Cryptophagus bidentatus Méklin, 1853, Cryptophagus difficilis Casey, 1900, Curimopsis moosilauke Johnson, 1986, Cymindis unicolor Kirby, 1837, Cytilus alternatus (Say, 1825), Dicheirotrichus mannerheimii (R.F.Sahlberg, 1844), Dorytomus laticollis LeConte, 1876, Dorytomus leucophyllus (Motschulsky, 1845), Dorytomus mannerheimi LeConte, 1876, Eanus decoratus (Mannerheim, 1853), Hypnoidus bicolor (Eschscholtz, 1829), Ischnosoma fimbriatum Campbell, 1991, Lepidophorus lineaticollis Kirby, 1837, Liogluta granulosa Lohse, 1990, Lordithon fungicola Campbell, 1982, Lypoglossa angularis (Mäklin, 1853), Megarthrus angulicollis Mäklin, 1852, Micropeplus laticollis Mäklin, 1853, Mniusa yukonensis (Klimaszewski & Godin, 2012), Mordellaria borealis (LeConte, 1862), Mycetoporus americanus Erichson, 1839, Mycetoporus rugosus Hatch, 1957, Nebria frigida R.F.Sahlberg, 1844, Neothetalia canadiana Klimaszewski, 2004, Neothetalia pallitarsis (Kirby, 1837), Notiophilus borealis T.W.Harris, 1869, Notiophilus semistriatus Say, 1823, Orthocis punctatus (Mellié, 1848), Oxypoda frigida Bernhauer, 1907, Oxypoda sylvia Casey, 1906, Pseudanostirus ochreipennis (LeConte, 1863), Pterostichus barryorum Ball, 1962, Pterostichus hudsonicus LeConte, 1863, Pterostichus riparius (Dejean, 1828), Quedionuchus plagiatus (Mannerheim, 1843), Quedius brunnipennis Mannerheim, 1843, Quedius criddlei (Casey, 1915), Quedius frigidus Smetana, 1971, Quedius labradorensis Smetana, 1965, Quedius molochinoides Smetana, 1965, Quedius simulator Smetana, 1971, Scaphium castanipes Kirby, 1837, Sericus incongruus (LeConte, 1853), Silusa californica (Bernhauer, 1905), Stenus austini Casey, 1884, Stenus noctivagus Casey, 1884, Sylvanelater mendax (LeConte, 1853), Tachinus frigidus Erichson, 1839, Tachinus quebecensis Robert, 1946, Tachyporus canadensis Campbell, 1979, Tachyporus nimbicola Campbell, 1979, Tachyporus rulomus Blackwelder, 1936, Tetratoma concolor LeConte, 1879, Thanatophilus sagax (Mannerheim, 1853), Tychius tectus LeConte, 1876, Acanthoneta aggressa (Chamberlin & Ivie, 1943), Agelenopsis utahana (Chamberlin & Ivie, 1933), Agroeca ornata Banks, 1892, Agyneta allosubtilis Loksa, 1965, Agyneta conigera (O.Pickard-Cambridge, 1863), Agyneta decora (O.Pickard-Cambridge, 1871), Agyneta jacksoni (Braendegaard, 1937), Agyneta maritima (Emerton, 1919), Agyneta olivacea (Emerton, 1882), Agyneta protrudens (Chamberlin & Ivie, 1933), Agyneta simplex (Emerton, 1926), Alopecosa aculeata (Clerck, 1757), Alopecosa pictilis (Emerton, 1885), Arctella lapponica Holm, 1945, Arctobius agelenoides (Emerton, 1919), Arctosa alpigena (Doleschall, 1852), Arctosa insignita (Thorell, 1872), Arctosa littoralis (Hentz, 1844), Bathyphantes brevipes (Emerton, 1917), Bathyphantes eumenis (L.Koch, 1879), Bathyphantes pallidus (Banks, 1892), Bathyphantes umiatus Ivie, 1969, Centromerus sylvaticus (Blackwall, 1841), Ceraticelus crassiceps Chamberlin & Ivie, 1939, Ceraticelus fissiceps (O.Pickard-Cambridge, 1874), Ceraticelus laticeps (Emerton, 1894), Ceraticelus silus Dondale, 1958, Chalcoscirtus alpicola (L.Koch, 1876), Chalcoscirtus glacialis Caporiacco, 1935, Clubiona bryantae Gertsch, 1941, Clubiona kulczynskii Lessert, 1905, Clubiona praematura Emerton, 1909, Cnephalocotes obscurus (Blackwall, 1834), Collinsia holmgreni (Thorell, 1871), Dendryphantes nigromaculatus (Keyserling, 1885), Dictyna major Menge, 1869, Diplocentria bidentata (Emerton, 1882), Diplocentria perplexa (Chamberlin & Ivie, 1939), Diplocentria rectangulata (Emerton, 1915), Diplocephalus barbiger (Roewer, 1955), Diplocephalus subrostratus (O.Pickard-Cambridge, 1873), Dismodicus decemoculatus (Emerton, 1882), Enoplognatha intrepida (Sørensen, 1898), Estrandia grandaeva (Keyserling, 1886), Evarcha proszynskii Marusik & Logunov, 1998, Gnaphosa borea Kulczyński, 1908, Gnaphosa microps Holm, 1939, Gnaphosa muscorum (L.Koch, 1866), Gnaphosa orites Chamberlin, 1922, Gonatium crassipalpum Bryant, 1933, Hackmania prominula (Tullgren, 1948), Hackmania saphes (Chamberlin, 1948), Hahnia glacialis Sørensen, 1898, Hahnia ononidum Simon, 1875, Haplodrassus hiemalis (Emerton, 1909), Haplodrassus signifer (C.L.Koch, 1839), Hilaira herniosa (Thorell, 1875), Hilaira vexatrix (O.Pickard-Cambridge, 1877), Horcotes strandi (Sytshevskaja, 1935), Hybauchenidium aquilonare (L.Koch, 1879), Hybauchenidium gibbosum (Sørensen, 1898), Hypselistes jacksoni (O.Pickard-Cambridge, 1903), Hypsosinga groenlandica Simon, 1889, Improphantes complicatus (Emerton, 1882), Incestophantes duplicatus (Emerton, 1913), Incestophantes washingtoni (Zorsch, 1937), Islandiana cristata Eskov, 1987, Ivielum sibiricum Eskov, 1988, Lathys alberta Gertsch, 1946, Lepthyphantes alpinus (Emerton, 1882), Macrargus multesimus (O.Pickard-Cambridge, 1875), Maso sundevalli (Westring, 1851), Metopobactrus prominulus (O.Pickard-Cambridge, 1873), Micaria aenea Thorell, 1871, Micaria alpina L.Koch, 1872, Micaria constricta Emerton, 1894, Micaria tripunctata Holm, 1978, Micrargus apertus (O.Pickard-Cambridge, 1871), Microneta viaria (Blackwall, 1841), Oreoneta arctica (Holm, 1960), Oreoneta brunnea (Emerton, 1882), Oreoneta fortyukon Saaristo & Marusik, 2004, Oreonetides vaginatus (Thorell, 1872), Ozyptila arctica Kulczyński, 1908, Ozyptila sincera Kulczyński, 1926, Pardosa albomaculata Emerton, 1885, Pardosa concinna (Thorell, 1877), Pardosa furcifera (Thorell, 1875), Pardosa hyperborea (Thorell, 1872), Pardosa lapponica (Thorell, 1872), Pardosa mackenziana (Keyserling, 1877), Pardosa modica (Blackwall, 1846), Pardosa moesta Banks, 1892, Pardosa palustris (Linnaeus, 1758), Pardosa podhorskii (Kulczyński, 1907), Pardosa uintana Gertsch, 1933, Pardosa xerampelina (Keyserling, 1877), Phlattothrata parva (Kulczyński, 1926), Pocadicnemis occidentalis Millidge, 1976, Poeciloneta calcaratus (Emerton, 1909), Poeciloneta theridiformis (Emerton, 1911), Poeciloneta variegata (Blackwall, 1841), Procerocymbium sibiricum Eskov, 1989, Psammitis Menge, 1876, Sciastes truncatus (Emerton, 1882), Scotinotylus majesticus (Chamberlin & Ivie, 1947), Scotinotylus protervus (L.Koch, 1879), Scotinotylus sacer (Crosby, 1929), Semljicola lapponicus (Holm, 1939), Semljicola obtusus (Emerton, 1915), Sisicottus montanus (Emerton, 1882), Sisicottus nesid
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 | 0.007 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.309 | 0.418 |
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".