Bibliographic record
Abstract
A dataset containing 1559901 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Adoxophyes fasciculana (Walker, 1866), Adoxophyes thoracica Diakonoff, 1941, Adoxophyes templana (Pagenstecher, 1900), Adoxophyes cyrtosema Meyrick, 1886, Adoxophyes parastropha Meyrick, 1912, Adoxophyes privatana (Walker, 1863), Adoxophyes panxantha (Lower, 1901), Lobesia littoralis (Humphreys & Westwood, 1845), Lobesia peltophora (Meyrick, 1911), Lobesia semosa Diakonoff, 1992, Lobesia arescophanes (Turner, 1945), Lobesia xylistis (Lower, 1901), Lobesia transtrifera (Meyrick, 1920), Lobesia vanillana (Joannis, 1900), Lobesia physophora (Lower, 1901), Apura xanthosoma Turner, 1916, Symphygas nephaula (Meyrick, 1910), Dracontogena niphadonta Diakonoff, 1970, Matsumuraeses metacritica (Meyrick, 1922), Loboschiza vulnerata (Walsingham, 1900), Anacrusis piriferana (Zeller, 1877), Dudua tetanota (Meyrick, 1909), Dudua phyllanthana (Meyrick, 1881), Dudua aprobola (Meyrick, 1886), Dudua charadraea (Meyrick, 1909), Caenognosis incisa Walsingham, 1900, Dichelopa sabulosa Meyrick, 1910, Dichelopa dichroa Lower, 1901, Dichelopa panoplana (Meyrick, 1881), Dichelopa achranta Meyrick, 1910, Syncratus paroecus Common, 1965, Eccopsis nebulana Walsingham, 1891, Eccopsis incultana (Walker, 1863), Eccopsis praecedens Walsingham, 1897, Anisogona similana (Walker, 1863), Ecdytolopha mana (Kearfott, 1907), Anopina ednana (Kearfott, 1907), Anopina triangulana (Kearfott, 1908), Notocelia culminana (Walsingham, 1879), Homonoides euryplaca (Meyrick, 1933), Episimus ortygia (Meyrick, 1917), Episimus argutana (Clemens, 1860), Platphalonidia mystica Razowski & Becker, 1983, Platphalonidia subolivacea, Mimeoclysia mauroprosopa Diakonoff, 1984, Statherotis amaeboea (Lower, 1896), Statherotis batrachodes (Meyrick, 1911), Statherotis diakonoffi Kuznetzov, 1988, Cornuticlava phanera Common, 1965, Cornuticlava spectralis (Meyrick, 1912), Cornuticlava aritrana Common, 1965, Endothenia nubilana (Clemens, 1865), Endothenia ericetana (Humphreys & Westwood, 1845), Endothenia heinrichi McDunnough, 1929, Endothenia lapideana (Herrich-Schäffer, 1851), Endothenia hebesana (Walker, 1863), Endothenia marginana (Haworth, 1811), Endothenia nigricostana (Haworth, 1811), Endothenia oblongana (Haworth, 1811), Endothenia montanana (Kearfott, 1907), Platynota labiosana (Zeller, 1875), Platynota exasperatana (Zeller, 1875), Platynota semiustana Walsingham, 1884, Platynota stultana Walsingham, 1884, Platynota idaeusalis (Walker, 1859), Platynota obliqua Walsingham, 1913, Platynota rostrana (Walker, 1863), Acroplectis haemanthes Meyrick, 1927, Cuproxena neonereidana Brown, 1991, Olethreutes baccatana (McDunnough, 1942), Olethreutes auricapitana (Walsingham, 1879), Olethreutes glaciana (Möschler, 1860), Olethreutes minaki (McDunnough, 1929), Olethreutes lacunana (Freeman, 1941), Olethreutes costimaculana (Fernald, 1882), Olethreutes sordidana (McDunnough, 1922), Olethreutes astrologana (Zeller, 1875), Olethreutes schulziana (Fabricius, 1776), Olethreutes nordeggana (McDunnough, 1922), Olethreutes permundana (Clemens, 1860), Olethreutes valdanum (McDunnough, 1922), Olethreutes appendiceum (Zeller, 1875), Olethreutes turfosana (Herrich-Schäffer, 1851), Olethreutes nigranum (Heinrich, 1923), Olethreutes devotana Kearfott, 1907, Olethreutes bipartitana (Clemens, 1860), Olethreutes ferrolineana (Walker, 1863), Olethreutes metallicana (Hübner, 1796-1799), Olethreutes quadrifidum (Zeller, 1875), Olethreutes fasciatana (Clemens, 1860), Olethreutes cycladica Meyrick, 1917, Exeristeboda exeristis (Meyrick, 1910), Artiphanes prospera Meyrick, 1907, Orthocomotis herbacea Clarke, 1956, Orthocomotis herbaria (Busck, 1920), Orthocomotis magicana (Zeller, 1866), Orthocomotis phenax (Razowski & Becker, 1990), Orthocomotis ochracea Clarke, 1956, Orthocomotis chaldera (Druce, 1889), Strepsicrates ejectana (Walker, 1863), Strepsicrates smithiana Walsingham, 1891, Eumarozia malachitana (Zeller, 1875), Anthozela chrysoxantha Meyrick, 1913, Euobraztsovia chionodelta (Meyrick, 1911), Epiblema simploniana (Duponchel, 1835), Epiblema scutulana (Denis & Schiffermüller), 1775, Catastega timidella Clemens, 1861, Catastega aceriella Clemens, 1861, Sonia constrictana (Zeller, 1875), Sonia canadana McDunnough, 1925, Tracholena homopolia (Turner, 1945), Tracholena dialeuca Common, 1982, Tracholena sulfurosa (Meyrick, 1910), Zeiraphera isertana (Fabricius, 1794), Celypha woodiana (Barrett, 1882), Celypha striana (Denis & Schiffermüller), 1775, Celypha flavipalpana (Herrich-Schäffer, 1851), Mictopsichia pentargyra Meyrick, 1921, Pandemis limitata (Robinson, 1869), Pandemis cerasana (Hübner, 1786), Pandemis lamprosana (Robinson, 1869), Pandemis pyrusana Kearfott, 1907, Pandemis canadana Kearfott, 1905, Pandemis dumetana (Treitschke, 1835), Pandemis straminocula (Diakonoff, 1960), Epitrichosma hesperia Common, 1965, Epitrichosma luteola Diakonoff, 1974, Epitrichosma neurobapta Lower, 1908, Epitrichosma crymodes (Turner, 1916), Henricus platina (Clarke, 1968), Henricus fuscodorsana (Kearfott, 1904), Cnesteboda celligera (Meyrick, 1918), Cnesteboda facilis (Meyrick, 1912), Oriodryas olbophora Turner, 1925, Eulia ministrana (Linnaeus, 1758), Orthotaenia undulana (Denis & Schiffermüller), 1775, Syndemis musculana (Hübner, 1796-1799), Peraglyphis aderces Common, 1963, Peraglyphis eucrines Common, 1963, Peraglyphis atimana (Meyrick, 1881), Peraglyphis dyscheres Common, 1963, Peraglyphis hemerana (Meyrick, 1882), Peraglyphis scepasta Common, 1963, Peraglyphis epixantha Common, 1963, Rudenia leguminana (Busck, 1907), Phalonidia manniana (Fischer von Röslerstamm, 1839), Megalota helicana (Meyrick, 1881), Syricoris lacunana (Denis & Schiffermüller), 1775, Amboyna diapella Common, 1965, Epichoristodes acerbella (Walker, 1864), Gynnidomorpha mesoxutha Turner, 1916, Glyphidoptera polymita Turner, 1916, Apotomis funerea (Meyrick, 1920), Apotomis spinulana (McDunnough, 1938), Apotomis inundana (Denis & Schiffermüller), 1775, Apotomis removana (Kearfott, 1907), Apotomis bifida (McDunnough, 1938), Apotomis infida (Heinrich, 1926), Apotomis frigidana (Packard, 1866), Apotomis capreana (Hübner, 1817), Apotomis tertiana (McDunnough, 1922), Apotomis deceptana (Kearfott, 1905), Pammene aurita Razowski, 1992, Pammene bowmanana (McDunnough, 1927), Pammene splendidulana (Guenée, 1845), Archilobesia drymoptila (Lower, 1920), Phaecasiophora niveiguttana Grote, 1873, Phaecasiophora cornigera Diakonoff, 1959, Phaecasiophora attica (Meyrick, 1907), Asymmetrarcha metallicana Kuznetzov, 1992, Acroceuthes metaxanthana (Walker, 1863), Larisa subsolana Miller, 1978, Aterpia corticana (Denis & Schiffermüller), 1775, Authomaema pentacosma (Lower, 1900), Argyroploce aquilonana Karvonen, 1932, Trachyschistis hians Meyrick, 1921, Cryptaspasma subtilis Diakonoff, 1959, Cryptaspasma brachyptycha (Meyrick, 1911), Philedonides lunana (Thunberg & Borgstrm, 1784), Eucoenogenes levatana Kuznetzov, 1997, Asaphistis protosema Diakonoff, 1973, Scolioplecta molybdantha Meyrick, 1910, Scolioplecta allocotus Common, 1965, Scolioplecta comptana Walker, 1863, Scolioplecta araea Turner, 1916, Scolioplecta exochus Common, 1965, Scolioplecta ochrophylla Turner, 1916, Scolioplecta rigida (Meyrick, 1910), Epinotia criddleana (Kearfott, 1907), Epinotia solandriana (Linnaeus, 1758), Epinotia momonana (Kearfott, 1907), Epinotia sotipena Brown, 1987, Epinotia radicana (Heinrich, 1923), Epinotia nisella (Clerck, 1759), Epinotia signatana (Douglas, 1845), Epinotia columbia (Kearfott, 1904), Epinotia tsugana Freeman, 1967, Epinotia bicolor (Walsingham, 1900), Epinotia medioplagata (Walsingham, 1895), Epinotia pulsatillana (Dyar, 1903), Epinotia trigonella (Linnaeus, 1758), Epinotia tedella (Clerck, 1759), Epinotia zandana (Kearfott, 1907), Epinotia transmissana (Walker, 1863), Epinotia granitana (Herrich-Schäffer, 1851), Epinotia plumbolineana Kearfott, 1907, Epinotia nanana (Treitschke, 1835), Epinotia myricana McDunnough, 1933, Epinotia removana McDunnough, 1935, Epinotia lindana (Fernald, 1892), Epinotia cruciana (Linnaeus, 1761), Homona mermerodes Meyrick, 1910, Homona encausta (Meyrick, 1907), Homona trachyptera Diakonoff, 1941, Homona superbana Kuznetzov, 1992, Homona coffearia (Nietner, 1861), Homona aestivana (Walker, 1866), Homona spargotis Meyrick, 1910, Homona difficilis (Meyrick, 1928), Lorita scarificata (Meyrick, 1917), Procalyptis parooptera (Turner, 1925), Phtheochroa inopiana (Haworth, 1811), Phtheochroa riscana (Kearfott, 1907), Phtheochroa birdana (Busck, 1907), Doloploca punctulana (Denis & Schiffermüller), 1775, Aeolostoma scutiferana (Meyrick, 1881), Terthreutis xanthocycla (Meyrick, 1938), Proeulia chrysopteris (Butler, 1883), Epagoge grotiana (Fabricius, 1781), Aleimma loeflingiana (Linnaeus, 1758), Dorithia semicirculana (Fernald, 1882), Taeniarchis catenata (Meyrick, 1910), Taeniarchis hestica Common, 1963, Proselena annosana Meyrick, 1881, Proselena tenella (Meyrick, 1910), Temnolopha mosaica Lower, 1901, Ecnomiomorpha nigrivelata (Walsingham, 1914), Epichorista serena Meyrick, 1910, Tanychaeta neanthes (Turner, 1933), Paralobesia viteana (Clemens, 1860), Eana osseana (Scopoli, 1763), Eana niveosana (Packard, 1866), Eana argentana (Clerck, 1759), Zomaria interruptolineana (Fernald, 1882), Gatesclarkeana idia Diakonoff, 1973, Archips strianus Fernald, 1905, Archips cerasivorana (Fitch, 1856), Archips eleagnana (McDunnough, 1923), Archips machlopis (Meyrick, 1912), Archips limatus Razowski, 1977, Archips dispilana (Walker, 1864), Archips alberta (McDunnough, 1923), Archips podana (Scopoli, 1763), Archips rosana (Linnaeus, 1758), Archips termias (Meyrick, 1918), Archips packardiana (Fernald, 1886), Archips purpurana (Clemens, 1865), Archips grisea (Robinson, 1869), Tinacrucis aquila (Busck, 1914), Suleima baracana (Kearfott, 1907), Tortricodes alternella (Denis & Schiffer
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 | 0.008 | 0.012 |
| 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) | 0.322 | 0.424 |
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".