Bibliographic record
Abstract
A dataset containing 283773 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Gazoryctra hyperboreus (Möschler, 1862), Pyrgus centaureae (Rambur, 1839), Erynnis icelus (Scudder & Burgess, 1870), Carterocephalus mandan, Papilio machaon Linnaeus, 1758, Colias nastes Boisduval, 1832, Colias hecla Lefèbvre, 1836, Colias eurytheme Boisduval, 1852, Colias interior Scudder, 1862, Colias pelidne Boisduval, 1832, Pieris oleracea (Harris, 1829), Tharsalea dorcas, Callophrys polios (Cook & Watson, 1907), Glaucopsyche lygdamus (Doubleday, 1842), Celastrina lucia (Kirby, 1837), Agriades glandon (von Prunner, 1798), Danaus plexippus (Linnaeus, 1758), Boloria eunomia (Esper, 1799), Boloria freija (Thunberg, 1791), Boloria chariclea (Schneider, 1794), Boloria frigga (Thunberg, 1791), Nymphalis antiopa (Linnaeus, 1758), Polygonia interrogationis (Fabricius, 1798), Polygonia gracilis (Grote & Robinson, 1867), Vanessa virginiensis (Drury, 1773), Vanessa cardui (Linnaeus, 1758), Vanessa atalanta (Linnaeus, 1758), Coenonympha california Westwood, Oeneis jutta Hübner, 1806, Oeneis melissa (Fabricius, 1775), Oeneis bore Esper, 1790, Hyles gallii von Rottemburg, 1775, Dysstroma citrata (Linnaeus, 1761), Dysstroma truncata (Hufnagel, 1767), Dysstroma walkerata (Pearsall, 1909), Eulithis propulsata (Walker, 1862), Eulithis destinata (Möschler, 1860), Eulithis flavibrunneata (McDunnough, 1943), Eulithis explanata (Walker, 1862), Ecliptopera silaceata (Denis & Schiffermüller), 1775, Thera contractata (Packard, 1873), Hydriomena exculpata Barnes & McDunnough, 1917, Hydriomena furcata (Thunberg, 1784), Triphosa haesitata (Guenée), Rheumaptera undulata (Linnaeus, 1758), Rheumaptera hastata (Linnaeus, 1758), Rheumaptera subhastata (Nolcken, 1870), Entephria aurata (Packard, 1867), Entephria bradorata (Munroe, 1951), Entephria separata Troubridge, 1988, Spargania luctuata (Denis & Schiffermüller), 1775, Anticlea multiferata (Walker), Xanthorhoe labradorensis (Packard, 1867), Xanthorhoe abrasaria (Herrich-Schäffer), Xanthorhoe ramaria Swett & Cassino, 1920, Xanthorhoe baffinensis McDunnough, 1939, Xanthorhoe decoloraria (Esper), Euphyia intermediata (Guenée), Psychophora phocata (Möschler, 1862), Psychophora suttoni Heinrich, 1942, Epirrita undulata (Harrison, 1942), Eupithecia interruptofasciata Packard, 1873, Eupithecia pygmaeata (Hübner), Eupithecia gelidata Möschler, 1860, Eupithecia perfusca (Hulst, 1898), Eupithecia assimilata Doubleday, 1856, Carsia sororiata (Hübner), Lobophora nivigerata Walker, 1862, Scopula frigidaria (Möschler, 1860), Scopula sentinaria (Geyer, 1837), Mesothea incertata (Walker, 1862), Archiearis infans (Möschler, 1862), Leucobrephos brephoides (Walker, 1857), Macaria anataria (Swett, 1913), Macaria exauspicata Walker, 1861, Macaria occiduaria (Packard, 1874), Macaria sexmaculata Packard, 1867, Macaria signaria (Hübner), Digrammia rippertaria (Duponchel, 1830), Eufidonia discospilata (Walker, 1862), Lycia ursaria (Walker, 1860), Campaea perlata (Guenée), Spodolepis substriataria Hulst, 1896, Pheosia rimosa Packard, 1864, Furcula occidentalis Lintner, 1878, Gynaephora rossii Curtis, 1835, Apantesis quenseli (Paykull, 1793), 2016, Arctia parthenos Harris, 1850, Arctia opulenta Edwards, 1881, Autographa pseudogamma Grote, 1875, Syngrapha octoscripta Grote, 1874, Syngrapha selecta Walker, Syngrapha interrogationis (Linnaeus, 1758), Syngrapha u-aureum Guenée, 1852, Syngrapha surena Grote, 1882, Syngrapha diasema (Boisduval, 1828), Syngrapha ignea Grote, 1863, Syngrapha alias Ottolengui, 1902, Syngrapha alticola Walker, Syngrapha parilis (Hübner, 1809), Anagrapha falcifera W.Kirby, 1837, Plusia putnami Grote, 1873, Plusia magnimacula D.Handfield & L.Handfield, 2006, Raphia frater Grote, 1864, Acronicta impressa Walker, 1856, Acronicta lupini Grote, 1873, Sympistis funebris Hübner, Sympistis dentata Grote, 1875, Sympistis lapponica Thunberg, 1791, Sympistis heliophila Paykull, 1793, Apamea impulsa Guenée, 1852, Apamea commoda Walker, 1857, Apamea scoparia Mikkola, Mustelin & Lafontaine, 2000, Apamea cogitata Smith, 1891, Apamea devastator Brace, 1819, Apamea zeta (Treitschke, 1825), Apamea contradicta Smith, 1895, Xylena thoracica Putnam-Cramer, 1886, Xylena cineritia Grote, 1875, Hillia iris Zetterstedt, 1839, Parastichtis suspecta Hübner, 1809, Hyppa xylinoides Guenée, 1852, Hyppa contrasta McDunnough, 1946, Hyppa brunneicrista Smith, 1902, Andropolia contacta Walker, 1856, Xylotype arcadia Barnes & Benjamin, 1922, Mniotype tenera Smith, 1900, Anarta nigrolunata Packard, 1867, Anarta trifolii Hufnagel, 1766, Anarta farnhami Grote, 1873, Coranarta luteola Grote & Robinson, 1865, Polia rogenhoferi Möschler, 1870, Polia richardsoni Curtis, 1834, Melanchra pulverulenta Smith, Papestra quadrata Smith, 1891, Papestra biren Goeze, 1781, Papestra cristifera Walker, 1858, Hada sutrina Grote, 1881, Mythimna unipuncta (Haworth, 1809), Lasionycta taigata Lafontaine, 1988, Lasionycta secedens Walker, Lasionycta subdita Möschler, 1860, Lasionycta leucocycla Staudinger, 1857, Lasionycta anthracina Crabo & Lafontaine, 2009, Lasionycta perplexa Smith, Lasionycta phoca Möschler, 1864, Lasionycta uniformis Smith, 1893, Peridroma saucia Hübner, 1808, Actebia fennica Tauscher, 1806, Euxoa adumbrata Eversmann, 1842, Euxoa westermanni Staudinger, 1857, Euxoa dissona Möschler, 1860, Euxoa chimoensis Hardwick, 1966, Euxoa ochrogaster Guenée, 1852, Feltia mollis Walker, Agrotis ruta Eversmann, 1851, Agrotis ipsilon (Hufnagel, 1766), Ochropleura implecta Lafontaine, 1998, Diarsia dislocata Smith, 1904, Diarsia rubifera Grote, 1875, Diarsia rosaria Grote, 1878, Hemipachnobia monochromatea Morrison, 1874, Rhyacia quadrangula Zetterstedt, 1839, Eurois occulta Linnaeus, 1758, Eurois astricta Morrison, 1874, Xestia oblata Morrison, 1875, Xestia wockei Möschler, 1862, Xestia scropulana Morrison, 1874, Xestia staudingeri Möschler, 1862, Xestia mixta Walker, 1856, Xestia imperita Hübner, Xestia atrata Morrison, 1875, Xestia tecta Hübner, Xestia okakensis Packard, 1867, Xestia perquiritata Morrison, 1874, Xestia fabulosa Ferguson, 1965, Xestia homogena McDunnough, 1921, Xestia lupa Lafontaine & Mikkola, 1998)", "Country is Canada", "HasCoordinate is true", "HasGeospatialIssue is false" ] } The dataset includes 283773 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003201-240506114902167/datasets/export for details. Data from some individual datasets included in this download may be licensed under less restrictive terms.
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 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.336 | 0.450 |
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".