Bibliographic record
Abstract
A dataset containing 52984 species occurrences available in GBIF matching the query: { "and" : [ "ScientificName is one of (Abax parallelepipedus (Piller & Mitterpacher, 1783), Acartia tonsa Dana, 1849, Achaearanea tabulata Levi, 1980, Achaearanea tepidariorum (C.L.Koch, 1841), Acupalpus meridianus (Linnaeus, 1760), Adelges abietis (Linnaeus, 1758), Adelges piceae (Ratzeburg, 1844), Aedes albopictus Skuse, 1894, Aedes togoi (Theobald, 1907), Agonum muelleri (Herbst, 1784), Agrilus planipennis Fairmaire, 1888, Agrilus ribesi Schaefer, 1946, Amara aenea (DeGeer, 1774), Amara anthobia A. & G.B.Villa, 1833, Amara apricaria (Paykull, 1790), Amara aulica (Panzer, 1796), Amara bifrons (Gyllenhal, 1810), Amara communis (Panzer, 1797), Amara eurynota (Panzer, 1796), Amara familiaris (Duftschmid, 1812), Amara fulva (O.F.Müller, 1776), Amara ovata (Fabricius, 1792), Amaurobius ferox (Walckenaer, 1830), Amaurobius similis (Blackwall, 1861), Anisodactylus binotatus (Fabricius, 1787), Anoplophora glabripennis (Motschulsky, 1854), Araneus diadematus Clerck, 1758, Arctosa perita (Latreille, 1799), Bembidion bruxellense Wesmael, 1835, Bembidion femoratum Sturm, 1825, Bembidion lampros (Herbst, 1784), Bembidion obtusum Audinet-Serville, 1821, Bembidion properans (Stephens, 1828), Bembidion stephensii Crotch, 1866, Bembidion tetracolum Say, 1823, Blemus discus (Fabricius, 1792), Bombyx mori Linnaeus, 1758, Bradycellus harpalinus (Audinet-Serville, 1821), Broscus cephalotes (Linnaeus, 1758), Bythotrephes cederstroemi Schödler, 1863, Bythotrephes longimanus Leydig, 1860, Calathus fuscipes (Goeze, 1777), Caprella mutica Schurin, 1935, Carabus granulatus Linnaeus, 1758, Carabus nemoralis nemoralis, Carcinus maenas (Linnaeus, 1758), Centromerita bicolor (Blackwall, 1833), Cercidia prominens (Westring, 1851), Cercopagis pengoi (Ostroumov, 1891), Cheiracanthium mildei L.Koch, 1864, Clivina collaris (Herbst, 1784), Clivina fossor (Linnaeus, 1758), Clubiona lutescens Westring, 1851, Clubiona pallidula (Clerck, 1757), Coccinella septempunctata Linnaeus, 1758, Coccinella undecimpunctata Linnaeus, 1758, Coleosoma floridanum Banks, 1900, Contarinia baeri (Prell, 1931), Cryptachaea blattea (Urquhart, 1886), Cryptococcus fagisuga Lindinger, 1936, Crypturgus Erichson, 1836, Daphnia lumholtzi Sars, 1885, Deilephila elpenor (Linnaeus, 1758), Dicymbium nigrum (Blackwall, 1834), Diprion similis (Hartig), Dromius fenestratus (Fabricius, 1794), Dyschirius globosus (Herbst, 1784), Dysdera crocata C.L.Koch, 1838, Elaphropus parvulus (Dejean, 1831), Enoplognatha latimana Hippa & Oksala, 1982, Enoplognatha ovata (Clerck, 1757), Enoplognatha thoracica (Hahn, 1833), Entelecara acuminata (Wider, 1834), Erigone dentipalpis (Wider, 1834), Eriocheir sinensis H.Milne Edwards, 1853, Fenusa pusilla (Audinet-Serville, 1823), Gilpinia hercyniae (Hartig), Halyomorpha halys (StÃ¥l, 1855), Harmonia axyridis (Pallas, 1773), Harpalus affinis (Schrank, 1781), Harpalus rubripes (Duftschmid, 1812), Harpalus rufipes De Geer, Hemigrapsus sanguineus (De Haan, 1835), Hippodamia variegata (Goeze, 1777), Hyles euphorbiae (Linnaeus, 1758), Ischnothyreus peltifer (Simon, 1892), Keijia tincta (Walckenaer, 1802), Laemostenus complanatus (Dejean, 1828), Laemostenus terricola (Herbst, 1784), Larinioides sclopetarius (Clerck, 1757), Lathys humilis (Blackwall, 1855), Leistus ferrugineus (Linnaeus, 1758), Lepthyphantes leprosus (Ohlert, 1865), Lepthyphantes nebulosus (Sundevall, 1830), Lepthyphantes tenuis (Blackwall, 1852), Lessertia dentichelis (Simon, 1884), Loxosceles laeta (Nicolet, 1849), Lymantria dispar (Linnaeus, 1758), Metacolpodes buchannani (Hope, 1831), Metaltella simoni (Keyserling, 1878), Metellina segmentata (Clerck, 1757), Myrmica rubra (Linnaeus, 1758), Neodiprion sertifer (Geoffroy), Neottiura bimaculata (Linnaeus, 1767), Neriene montana (Clerck, 1757), Nesticus cellulanus (Clerck, 1757), Notiophilus biguttatus (Fabricius, 1779), Notiophilus palustris Sturm, 1826, Ochlerotatus japonicus (Theobald, 1901), Oecobius navus Blackwall, 1859, Operophtera brumata (Linnaeus, 1758), Ophonus puncticeps Stephens, 1828, Ophonus rufibarbis (Fabricius, 1792), Orconectes obscurus (Hagen, 1870), Orconectes rusticus (Girard, 1852), Orgyia antiqua (Linnaeus, 1758), Ostearius melanopygius (O.Pickard-Cambridge, 1880), Ozyptila praticola (C.L.Koch, 1837), Paranchus albipes (Fabricius, 1796), Paraphytomyza populicola (Walker, 1853), Perigona nigriceps (Dejean, 1831), Philodromus dispar Walckenaer, 1826, Philorhizus melanocephalus (Dejean, 1825), Pholcus phalangioides (Fuesslin, 1775), Pieris rapae (Linnaeus, 1758), Porotachys bisulcatus (Nicolai, 1822), Pristiphora erichsonii (Hartig), Pristiphora geniculata (Hartig), Profenusa thomsoni (Konow, 1886), Propylea quatuordecimpunctata (Linnaeus, 1758), Pterostichus melanarius (Illiger, 1798), Pterostichus strenuus (Panzer, 1796), Pterostichus vernalis (Panzer, 1796), Rhyacionia buoliana subsp. Buoliana, Salticus scenicus (Clerck, 1757), Samia cynthia (Drury, 1773), Scolytus multistriatus subsp. multistriatus (Marsham, 1802), Scotophaeus blackwalli (Thorell, 1871), Scymnus impexus Mulsant, 1850, Scytodes fusca Walckenaer, 1837, Scytodes thoracica (Latreille, 1802), Simitidion simile (C.L.Koch, 1836), Sitticus ammophilus (Thorell, 1875), Sitticus fasciger (Simon, 1880), Sosticus loricatus (L.Koch, 1866), Sphinx pinastri Linnaeus, 1758, Steatoda bipunctata (Linnaeus, 1758), Steatoda castanea (Clerck, 1757), Steatoda grossa (C.L.Koch, 1838), Steatoda triangulosa (Walckenaer, 1802), Stethorus punctillum (Weise, 1891), Stomis pumicatus (Panzer, 1796), Synageles venator (Lucas, 1836), Taeniothrips inconsequens (Uzel, 1895), Tapinesthis inermis (Simon, 1882), Tegenaria agrestis (Walckenaer, 1802), Tegenaria atrica C.L.Koch, 1843, Tegenaria domestica (Clerck, 1757), Tegenaria duellica Simon, 1875, Tetropium fuscum (Fabricius, 1787), Thanatus vulgaris Simon, 1870, Theridion melanostictum O.Pickard-Cambridge, 1876, Theridion melanurum Hahn, 1831, Theridion varians Hahn, 1833, Theridula opulenta (Walckenaer, 1841), Thymelicus lineola (Ochsenheimer, 1808), Tinea laricella Hubner, 1817, Tinea serratella Linnaeus, 1761, Tiso vagans (Blackwall, 1834), Tomicus Latreille, 1802, Trechus obtusus Erichson, 1837, Trechus quadristriatus (Schrank, 1781), Trechus rubens (Fabricius, 1792), Trochosa ruricola (De Geer, 1778), Tyria jacobaeae (Linnaeus, 1758), Urozelotes rusticus (L.Koch, 1872), Utetheisa ornatrix Linnaeus, 1758, Xanthogaleruca luteola (Müller, 1766), Xylosandrus germanus Hoffmann & C.H., 1941, Xysticus cristatus (Clerck, 1757), Zodarion rubidum Simon, 1914, Zosis geniculata (Olivier, 1789), Zygiella atrica (C.L.Koch, 1845), Zygiella x-notata (Clerck, 1757))", "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)", "Country is one of (Canada)", "HasCoordinate is true", "OccurrenceStatus is Present", "Year is greater than or equal to 2000", "CoordinateUncertaintyInMeters is less than 1000", "ScientificName is not null", "DecimalLongitude is not null", "DecimalLatitude is not null" ] } The dataset includes 52984 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016084-231120084113126/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 | 0.006 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.011 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.276 | 0.411 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".