Bibliographic record
Abstract
A dataset containing 13720549 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Agrotis vestigialis, Agrotis venerabilis, Agrotis malefida, Agrotis atrux, Agrotis vancouverensis, Agrotis segetum, Agrotis arenarius, Agrotis fatidica, Agrotis porphyricollis, Agrotis ripae, Agrotis sabulosa, Agrotis exclamationis, Agrotis ruta, Agrotis ipsilon, Agrotis munda, Amphipoea lucens, Ilsea subgeminata, Metaplusia argyra, Tholera cespitis, Ovios capensis, Metaphoenia carneipennis, Hypsoropha monilis, Metallata absumens, Tesagrotis piscipellis, Sympistis zetterstedti, Pseudeva palligera, Plusia putnami, Plusia festucae, Epitausa atriplaga, Sphingomorpha chlorea, Psectraglaea carnosa, Spargaloma sexpunctata, Xylomoia chagnoni, Neumichtis saliaris, Phalaenostola larentioides, Pechipogo strigilata, Euxoa tritici, Euxoa scandens, Euxoa ochrogaster, Euxoa quebecensis, Euxoa divergens, Euxoa septentrionalis, Euxoa albipennis, Euxoa satiens, Euxoa nigricans, Euxoa agema, Euxoa aequalis, Euxoa lillooet, Euxoa rockburnei, Euxoa redimicula, Euxoa ridingsiana, Euxoa infracta, Euxoa aquilina, Euxoa distinguenda, Euxoa plagigera, Euxoa detersa, Euxoa idahoensis, Euxoa sibirica, Euxoa setonia, Euxoa comosa, Euxoa serricornis, Euxoa serotina, Euxoa messoria, Chalcoecia patricia, Ariathisa excisa, Nikara castanea, Heterormista modesta, Heterormista psammochroa, Heterormista fulvitaenia, Orthodes cynica, Valeria oleagina, Spaelotis clandestina, Eustrotia roseoviridis, Eustrotia acroleuca, Asota heliconia, Asota caricae, Asota plagiata, Asota strigosa, Asota contorta, Asota borbonica, Amyna punctum, Cleonymia pectinicornis, Valeriodes heterocampa, Gonodes obliqua, Aseptis characta, Aseptis binotata, Eremochroa alphitias, Amephana aurita, Ascalapha odorata, Euparthenos nubilis, Lemmeria digitalis, Cyligramma fluctuosa, Cyligramma latona, Polia nebulosa, Polia bombycina, Polia vespertilio, Eremobina claudens, Alypia octomaculata, Scopifera antelia, Scopifera menippusalis, Euplexia benesimilis, Dypterygia dolens, Dypterygia ordinarius, Naarda calliceros, Metalectra richardsi, Metalectra discalis, Ectopatria paurogramma, Ectopatria mundoides, Ectopatria horologa, Ectopatria aspera, Erastrifacies schedocala, Oxyodes scrobiculata, Panula inconstans, Marcipopsis bicolor, Autophila dilucida, Autophila limbata, Duhemia variegata, Eutelia leucodelta, Eutelia abscondens, Eutelia furcata, Eutelia geyeri, Eutelia polychorda, Carteris lineata, Macrodes columbalis, Xanthopastis timais, Azeta ceramina, Azeta rhodogaster, Anticarsia anisospila, Anticarsia gemmatalis, Papaipema cataphracta, Papaipema araliae, Papaipema eryngii, Senta flammea, Eugraphe sigma, Perissandria sikkima, Saragossa siccanorum, Hexorthodes jocosa, Exyra fax, Belciades niveola, Chilodes maritima, Araeopteron canescens, Batracharta divisa, Pyrrhia umbra, Brachylomia viminalis, Brachylomia populi, Brachylomia uralensis, Bendisodes aeolia, Ipnista marina, Parascotia nisseni, Parascotia fuliginaria, Ulolonche dilecta, Ulolonche modesta, Elaphria hyposcota, Elaphria versicolor, Elaphria marmorata, Elaphria pulchra, Elaphria venustula, Elaphria delenifica, Elaphria agrotina, Elaphria trolia, Elaphria subobliqua, Elaphria barbarossa, Elaphria phlegyas, Charmodia vectis, Paectes abrostoloides, Paectes devincta, Paectes abrostolella, Paectes nana, Ischyja neocherina, Ischyja ebusa, Ischyja manlia, Polymixis rufocincta, Abablemma ulopus, Argidia wedelina, Epopsima fasciolata, Hypocala deflorata, Hypocala subsatura, Scotogramma gatei, Palthis angustipennis, Leucotela nigripalpis, Sphragifera sigillata, Sphragifera biplagiata, Crioa niphobleta, Ptichodis herbarum, Ptichodis immunis, Cerynea porphyrea, Cydosia rimata, Cydosia nobilitella, Aucha vesta, Phlogophora periculosa, Phlogophora albovittata, Phlogophora iris, Ipimorpha pleonectusa, Ipimorpha nanaimo, Acronicta hasta, Acronicta ovata, Acronicta pruinosa, Acronicta increta, Acronicta megacephala, Acronicta vulpina, Acronicta dactylina, Acronicta afflicta, Acronicta innotata, Acronicta major, Acronicta psi, Acronicta longa, Acronicta impressa, Acronicta americana, Acronicta laetifica, Trichordestra liquida, Metopta rectifasciata, Cobubatha hippotes, Polychrysia esmeralda, Meganephria eremita, Phlyctaina irrigualis, Tytroca balnearia, Nocloa pallens, Nocloa rivulosa, Ozarba nyanza, Ozarba aeria, Antachara denterna, Antachara mexicana, Hoplodrina alsinides, Hoplodrina ambigua, Chytolita morbidalis, Allagrapha aerea, Anomis luridula, Anomis illita, Anomis eucystica, Anomis lyona, Anomis nigritarsis, Anomis flava, Anomis gentilis, Anomis editrix, Anomis gymnopus, Anomis directilinea, Chrysodeixis eriosoma, Chrysodeixis argentifera, Chrysodeixis includens, Chrysodeixis acuta, Chrysodeixis chalcites, Ctenoplusia albostriata, Ctenoplusia adiaphora, Ctenoplusia oxygramma, Ctenoplusia agnata, Pseudohermonassa bicarnea, Dysmilichia gemella, Autoplusia egena, Feltia tricosa, Diachrysia zosimi, Diachrysia aereoides, Diachrysia chrysitis, Diachrysia stenochrysis, Panopoda carneicosta, Syngrapha hochenwarthi, Syngrapha viridisigma, Syngrapha parilis, Syngrapha rectangula, Syngrapha diasema, Metaxaglaea violacea, Metaxaglaea inulta, Renodes liturata, Renodes curviluna, Hemeroblemma opigena, Hemeroblemma ochrolinea, Pseudorthodes vecors, Pseudorthodes virgula, Paradiarsia littoralis, Rema tetraspila, Gerbathodes paupera, Redectis pygmaea, Hemipachnobia monochromatea, Grammodes cooma, Grammodes pulcherrima, Protorthodes incincta, Protorthodes mulina, Protorthodes alfkenii, Protorthodes rufula, Protorthodes oviduca, Dichromia quinqualis, Capis curvata, Athetis tenuis, Athetis maculatra, Athetis reclusa, Athetis striolata, Athetis furvula, Mesogona acetosellae, Mesogona olivata, Galgula partita, Perasia helvina, Perasia garnoti, Hadena perplexa, Hadena variolata, Hadena albimacula, Tricholita elsinora, Tricholita signata, Leuconycta diphteroides, Radosa ordinata, Gabara subnivosella, Erastroides emarginata, Letis caligula, Letis alauda, Mesapamea secalis, Mesapamea secalella, Mamestra configurata, Mamestra brassicae, Trauaxa lua, Ogdoconta pulvilinea, Hyperstrotia nana, Tarista lydia, Plusiodonta arctipennis, Plusiodonta compressipalpis, Hecatera bicolorata, Hecatera corsica, Stenoloba jankowskii, Strongylosia semiflava, Caenurgina crassiuscula, Erygia apicalis, Dryobotodes monochroma, Dryobotodes eremita, Stilbia faillae, Stilbia anomala, Noctua interjecta, Noctua pronuba, Noctua comes, Noctua tirrenica, Noctua fimbriata, Noctua janthina, Noctua janthe, Polydesma umbricola, Archanara neurica, Agrochola lactiflora, Agrochola pistacinoides, Agrochola nitida, Agrochola macilenta, Melipotis acontioides, Melipotis fasciolaris, Melipotis famelica, Melipotis jucunda, Melipotis januaris, Melipotis contorta, Stiria rugifrons, Xylena vetusta, Xylena curvimacula, Xylena formosa, Rhyacia clemens, Rhyacia arenacea, Tyta luctuosa, Agyra agola, Perigea agnonia, Corgatha semipardata, Corgatha pleuroplaca, Isogona scissa, Data dissimilis, Diopa creta, Orodesma ameria, Lygephila lusoria, Focillidia grenadensis, Focillidia texana, Hampsonodes naevia, Eudesmeola lawsoni, Craniophora ligustri, Anagrapha falcifera, Oraesia argyrosigna, Oraesia emarginata, Oraesia excitans, Oraesia serpens, Marathyssa minus, Graphiphora augur, Hemicephalis agenoria, Neogalea sunia, Egira dolosa, Egira acronyctoides, Autographa pulchrina, Autographa bractea, Autographa gamma, Autographa californica, Autographa mandarina, Autographa ampla, Autographa pseudogamma, Autographa precationis, Autographa metallica, Autographa mappa, Autographa v-alba, Helicoverpa assulta, Helicoverpa punctigera, Helicoverpa zea, Helicoverpa titicacae, Narthecophora pulverea, Encruphion porrima, Calophasidia lucala, Peridroma saucia, Oncocnemis senica, Homoanarta falcata, Ufeus satyricus, Bleptina inferior, Bleptina caradrinalis, Stretchia pacifica, Stretchia plusiaeformis, Stretchia muricina, Cryptocala acadiensis, Stenopterygia firmivena, Hillia iris, Copibryophila angelica, Attonda trifasciata, Soloella guttivaga, Deinopa fulvia, Deinopa signiplena, Arugisa latiorella, Cardepia affinis, Pseudbarydia japeta, Pseudbarydia crespula, Antiblemma acclinalis, Antiblemma tuva, Antiblemma fuscireticulata, Thysanoplusia orichalcea, Australothis rubrescens, Cryphia fraudatricula, Omphalophana anatolica, Stauropides persimilis, Pataeta carbo, Gabyna placida, Pseudohadena vulnerea, Hopetounia pudica, Apamea devastator, Apamea commoda, Apamea furva, Apamea longula, Apamea inficita, Apamea antennata, Apamea zeta, Apamea cariosa, Apamea vultuosa, Apamea indocilis, Apamea sordens, Apamea monoglypha, Apamea crenata, Apamea amputatrix, Apamea unanimis, Parastichtis suspecta, Sparkia immacula, Amolita obliqua, Amolita sentalis, Isochlora straminea, Calophasia hamifera, Pangrapta decoralis, Pangrapta vasava, Hydraecia petasitis, Serrodes campana, Sarbanissa transiens, Catocala irene, Catocala pretiosa, Catocala andromedae, Catocala praeclara, Catocala crataegi, Catocala cerogama, Catocala nupta, Catocala frederici, Catocala verrilliana, Catocala duplicata, Catocala helena, Catocala californica, Catocala sponsa, Catocala moltrechti, Catocala sordida, Catocala mira, Catocala lara, Catocala puerpera, Catocala semirelicta, Catocala louiseae, Catocala hermia, Catocala johnsoniana, Eublemma staudingeri, Eublemma thermobasis, Eublemma therma, Eublemma khonoides, Eublemma loxotoma, Pantydia metaspila, Pantydia capistrata, Pantydia sparsa, Marimatha nigrofimbria, Trisateles emortualis, Hyppa contrasta, Hyppa xylinoides, Euclidia glyphica, Derrima stellata, Scoliopteryx libatrix, Euaontia clarki, Meranda susialis, Hypena proboscidalis, Orthosia cerasi, Orthosia incerta, Protoperigea anotha, Pseudeustrotia macrosema, Hypenodes humidalis, Mecodina bisignata, Panemeria tenebrata, Lacinipolia renigera, Lacinipolia meditata, Lacinipolia buscki, Lacinipolia strigicollis, Lacinipolia olivacea, Lacinipolia acutipennis
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.024 |
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; both teacher heads 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".