Bibliographic record
Abstract
A dataset containing 606198 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Aguna metophis (Latreille, 1824), Aidos amanda (Stoll, 1782), Aiteta iridias (Meyrick, 1889), Alarodia slossoniae Packard, 1893, Albara reversaria Walker, 1866, Allophyes oxyacanthae (Linnaeus, 1758), Allothosea lola, Allotria elonympha Hübner, 1818, Altha nivea Walker, 1862, Alypia octomaculata Fabricius, 1775, Amata aperta Walker, Amata fortunei de, Amata passalis Fabricius, 1781, Mastor aenus (Edwards, 1878), Mastor aesculapius (Fabricius, 1793), Mastor celia (Skinner, 1895), Mastor carolina (Skinner, 1893), Mastor celia (Skinner, 1895), Mastor hegon (Scudder, 1863), Mastor nysa (Edwards, 1877), Mastor carolina (Skinner, 1893), Mastor vialis (Edwards, 1862), Amephana aurita Fabricius, 1787, Amerila astreus (Drury, 1773), Amerila luteibarba Hampson, 1901, Ammalo helops Cramer, 1775, Ammoconia caecimacula (Denis & Schiffermüller), 1775, Amorbia concavana (Zeller, 1877), Amorbia cuneanum (Walsingham, 1879), Amorbia decerptana (Zeller, 1877), Amorbia depicta Walsingham, 1913, Amorbia emigratella Busck, 1909, Amorbia humerosana Clemens, 1860, Amphipoea fucosa Freyer, 1830, Amphipoea interoceanica Smith, 1899, Amphipoea lucens Freyer, 1845, Amphipoea oculea Linnaeus, 1761, Amphipyra pyramidoides Guenée, 1852, Amyna natalis (Walker, 1859), Amyna punctum (Fabricius, 1794), Anacampsis agrimoniella (Clemens, 1860), Anacampsis fragariella Busck, 1904, Anacampsis innocuella (Zeller, 1873), Anacampsis lacteusochrella (Chambers, 1875), Anacampsis lupinella Busck, 1901, Anacampsis niveopulvella (Chambers, 1875), Anacampsis rhoifructella (Clemens, 1860), Anacampsis tristrigella (Walsingham, 1882), Anacrusis nephrodes (Walsingham, 1914), Anadiasa punctifascia (Walker, 1855), Anaea aidea (Guérin-Méneville, 1844), Anaea andria Scudder, 1875, Anagrapha falcifera W.Kirby, 1837, Anaphe panda Boisduval, 1847, Anaplectoides prasina (Denis & Schiffermüller), 1775, Anaplectoides pressus Grote, 1874, Anarsia dryinopa Lower, 1897, Anarsia molybdota Meyrick, 1904, Anartia amathea (Linnaeus, 1758), Anartia jatrophae (Linnaeus, 1763), Anathix aggressa Smith, 1907, Anathix puta Grote & Robinson, 1868, Anathix ralla Grote & Robinson, 1868, Pyroderces incertulella (Walker, 1864), Anaxidia lozogramma (Turner, 1902), Ancistroides nigrita (Latreille, 1824), Ancylis apicana (Walker, 1866), Ancylis burgessiana (Zeller, 1875), Ancylis cordiae Busck, 1934, Ancylis divisana (Walker, 1863), Ancylis laciniana (Zeller, 1875), Ancylis mediofasciana (Clemens, 1864), Ancylis metamelana (Walker, 1863), Ancylis muricana (Walsingham, 1879), Ancylis nubeculana (Clemens, 1860), Ancylis platanana (Clemens, 1860), Ancylis simuloides (McDunnough, 1955), Ancylis spiraeifoliana (Clemens, 1860), Ancylis subaequana (Zeller, 1875), Ancylis uncella (Denis & Schiffermüller), 1775, Ancyloxypha numitor (Fabricius, 1793), Andropolia diversilineata Grote, 1877, Anestia semiochrea Butler, 1886, Anhimella contrahens Walker, 1860, Anicla ignicans Guenée, 1852, Anicla infecta Ochsenheimer, 1816, Anigraea ochrobasis Hampson, 1912, Anisogona simana Meyrick, 1881, Annaphila diva Grote, 1873, Anomis combinans Walker, 1857, Anomis editrix Guenée, 1852, Anomis illita Guenée, 1852, Anomis leona Schaus, 1893, Anomis luridula Guenée, 1852, Gonitis mesogona Walker, Anomis sabulifera Guenée, 1852, Anoncia conia (Walsingham, 1907), Anoncia diveni, Anoncia sphacelina, Anopina ednana (Kearfott, 1907), Anopina triangulana (Kearfott, 1908), Antaea juturna Cramer, 1780, Anterastria teratophora Herrich-Schäffer, Anthanassa frisia (Poey, 1833), Anthanassa hermas (Hewitson, 1864), Anthanassa texana (W.H.Edwards, 1863), Anthela acuta (Walker, 1855), Anthela asciscens (Lucas, 1891), Anthela excellens (Walker, 1855), Anthela ocellata (Walker, 1855), Anthela repleta (Walker, 1855), Anthela varia (Walker, 1855), Anthene amarah (Guérin-Méneville, 1847), Anthene definita (Butler, 1899), Anthene emolus (Godart, 1823), Anthene lycaenoides (Felder, 1860), Antheua servula Drury, 1773, Antheua simplex Walker, 1855, Anthozela chrysoxantha Meyrick, 1913, Antigonus liborius Plötz, 1884, Antimima corystes Turner, 1931, Antimima cryptica Turner, 1917, Antiophlebia bracteata Felder, 1874, Antispila cornifoliella Clemens, 1860, Antispila freemani Lafontaine, 1973, Antispila isabella Clemens, 1860, Antispila nyssaefoliella Clemens, 1860, Antispila petryi Martini, 1899, Antispila treitschkiella (Fischer von Röslerstamm, 1843), Antitype chi Linnaeus, 1758, Anurocampa mingens Herrich-Schäffer, 1854, Apamea alia Guenée, 1852, Apamea amputatrix Fitch, 1857, Apamea anceps (Denis & Schiffermüller), 1775, Apamea aquila Donzel, 1837, Apamea cuculliformis Grote, 1875, Apamea devastator Brace, 1819, Apamea furva (Denis & Schiffermüller), 1775, Apamea illyria Freyer, 1846, Apamea impulsa Guenée, 1852, Apamea maillardi (Geyer), Apamea oblonga (Haworth, 1809), Loscopia scolopacina (Esper, 1788), Apamea sordens (Hufnagel, 1766), Apamea unanimis (Hübner, 1813), Apamea zeta (Treitschke, 1825), Apantesis nais Drury, 1773, Apantesis phalerata Harris, 1841, Apantesis vittata Fabricius, 1787, Catatinagma agenjoi (Gozmány, 1954), Aphelia alleniana (Fernald, 1882), Aphelia ochreana (Hübner, 1796-1799), Aphelia unitana (Hübner, 1796-1799), Aphelia viburnana (Denis & Schiffermüller), 1775, Aplectoides condita Guenée, 1852, Apoda biguttata (Packard, 1864), Apoda y-inversa (Packard, 1864), Aporophyla lutulenta (Denis & Schiffermüller), 1775, Apospasta fuscirufa Hampson, 1903, Apotolype blanchardi Franclemont, 1973, Apotomis albeolana (Zeller, 1875), Apotomis apateticana (McDunnough, 1922), Apotomis bifida (McDunnough, 1938), Apotomis funerea (Meyrick, 1920), Apotomis inundana (Denis & Schiffermüller), 1775, Apotomis removana (Kearfott, 1907), Apotomis spinulana (McDunnough, 1938), Apotomis tertiana (McDunnough, 1922), Apotomops wellingtoniana (Kearfott, 1907), Apsaphida eremna Franclemont, 1973, Aquita tactalis Walker, 1863, Archanara dissoluta Treitschke, 1825, Lenisa geminipuncta Haworth, 1809, Archanara neurica Hübner, Archips alberta (McDunnough, 1923), Archips argyrospila (Walker, 1863), Archips audax Razowski, 1977, Archips cerasivorana (Fitch, 1856), Archips dissitana (Grote, 1879), Archips eleagnana (McDunnough, 1923), Archips fervidana (Clemens, 1860), Archips fuscocupreanus Walsingham, 1900, Archips grisea (Robinson, 1869), Archips infumatana (Zeller, 1875), Archips issikii Kodama, 1960, Archips machlopis (Meyrick, 1912), Archips magnoliana (Fernald, 1892), Archips mortuana (Kearfott, 1907), Archips packardiana (Fernald, 1886), Archips purpurana (Clemens, 1865), Archips rileyana (Grote, 1868), Archips semiferanus (Walker, 1863), Archips strianus Fernald, 1905, Archips tsuganus (Powell, 1962), Arcte coerula (Guenée, 1852), Arctia caja (Linnaeus, 1758), Arctia festiva (Hufnagel, 1766), Arctornis egerina (Swinhoe, 1893), Arctornis flora (Swinhoe, 1903), Arctornis l-nigrum Müller, 1794)", "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)", "HasCoordinate is true", "HasGeospatialIssue is false" ] } The dataset includes 606198 records from 777 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191865-220831081235567/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 | 0.008 | 0.011 |
| 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) | 0.348 | 0.467 |
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".