Bibliographic record
Abstract
A dataset containing 882865 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Aclytia heber, Acrolophus cressoni, Acrolophus plumifrontella, Acroneuria, Actia diffidens, Agallia modesta, Agallia quadripunctata, Agriotes stabilis, Aguna albistria, Alagoasa, Altica chalybea, Amblyonychus trapezoidalis, Ametadoria harrisinae, Ametadoria mauriciogurdiani, Amorbia concavana, Ampedus rubricus, Anomala valida, Antaeotricha renselariana, Aparatermes cingulatus, Apogeshna stenialis, Aporus luxus, Aprostocetus ceroplastae, Archisepsis armata, Archytas lateralis, Aristotelia corallina, Ascalapha odorata, Anastrepha barbiellinii, Atherigona reversura, Atrichopogon levis, Atta sexdens, Augochlorella aurata, Balta notulata, Barasa cymatistis, Basileucus venturii, Basileunculus rex, Bedellia somnulentella, Biopyrellia bipuncta, Bithoracochaeta calopus, Bledius semiferrugineus, Blepharipa albicauda, Bleptina caradrinalis, Bleptina confusalis, Brachiacantha, Brachymyrmex antennatus, Bradysia peraffinis, Bradysia radicum, Ectopsocus briggsi, Bruneria brunnea, Caenohalictus cyanopygus, Calodexia interrupta, Calycomyza majuscula, Calycopis caulonia, Calycopis trebula, Camponotus cingulatus, Camponotus excisus, Capraita subvittata, Carolana golmeia, Cephalotes eduarduli, Cephalotes minutus, Cerceris vierecki, Cerconota anonella, Cerodontha longipennis, Chamyna modesta, Chersodromia isabellae, Chetogena parvipalpis, Chetogena scutellaris, Chimarra centrispina, Chionodes abella, Chionodes thoraceochrella, Chironomus inquinatus, Chlorida festiva, Chlorotettix minimus, Chrysops furcatus, Chytolita morbidalis, Cinara atlantica, Clavigralla tomentosicollis, Cochliomyia hominivorax, Coelioxys agilis, Coenosia nigritarsis, Coenosopsia brasiliensis, Coenosopsia michelseni, Leucoptera coffeella, Colpotrochia trifasciata, Compsa quadriguttata, Contarinia viburnorum, Copidapha georgii, Corticaria ferruginea, Cotyclytus curvatus, Crocidosema plebejana, Ectopsocopsis cryptomeriae, Culex chidesteri, Culex dolosus, Culex saltanensis, Cycloneda sanguinea, Cymaenes odilia, Cyphomyrmex rimosus, Cyphonia clavata, Cyrtoneurina gemina, Cyrtoneuropsis maculipennis, Muscidae, Dasymutilla, Dasymutilla, Debilos soror, Decameria vyssus, Deltocephalus vulgaris, Digonocryptus zopheros, Dilopharius otomitus, Dolichoderus bispinosus, Dolichopus discifer, Dolichopus jacutensis, Drosophila ivai, Drosophila willistoni, Dusona vitticollis, Elaphria agrotina, Elaphria subobliqua, Elasmopalpus lignosella, Embiratermes festivellus, Eneoptera surinamensis, Enicospilus glabratus, Episcada, Eudorylas minor, Eulachnus rileyi, Eulepidotis caeruleilinea, Eumerus obliquus, Euodynerus quadrifasciatus, Euphoria sepulcralis, Allograpta exotica, Faculta, Filatima tephritidella, Forcepsioneura sancta, Fundella argentina, Genea australis, Glauce pectenalaeella, Glyphipterix circumscriptella, Gnamptogenys haenschei, Gonatopus striatus, Graphocephala fennahi, Hyphantrophaga guillermopereirai, Gymnodia humilis, Haematobia irritans, Harpactor angulosus, Helina fulvisquama, Helina pectinata, Helicobia aurescens, Helicobia rapax, Hellula phidilealis, Hemerobius jucundus, Hemeroplanis immaculalis, Hemichlora scordalus, Hemilucilia segmentaria, Heptozus hansoni, Hexachaeta seabrai, Hirtodrosophila quadrivittata, Homostinea curviliniella, Hylaeus cornutus, Hylaeus perhumilis, Isocorypha mediostriatella, Itaplectops griseobasis, Itaplectops shellymcsweeneyae, Japanagallia trifurcata, Leptocera erythrocera, Leptopteromyia argentinae, Lespesia aurulans, Lespesia, Leucania infatuans, Leucania lobrega, Leucophenga platypyga, Leucophenga varia, Limnophora deleta, Lissonota folii, Lissonota sexcincta, Lonchaea aculeata, Longitarsus candidulus, Longitarsus echii, Lucilia caesar, Lucilia cuprea, Lymeon cinctiventris, Rejectaria lysandria, Macaria regulata, Macrocheles muscaedomesticae, Medetera jacula, Megachile inermis, Megachile melanophaea, Megaplatypus mutatus, Megaselia altifrons, Megaselia bifida, Megaselia ciliata, Megaselia cinereifrons, Megaselia elongata, Megaselia longicostalis, Megaselia lucifrons, Megaselia nigriceps, Megaselia robusta, Megaselia rufipes, Megaselia rupestris, Megaselia wiegmanae, Melanagromyza sojae, Mesembrinella bellardiana, Metopia polita, Minettia longipennis, Mischocyttarus carinulatus, Mitrapsylla fusca, Musca domestica, Myiopharus doryphorae, Myrmelachista arthuri, Myrmicocrypta squamosa, Neocapritermes opacus, Neocorynura discolor, Neodexiopsis calopyga, Neodexiopsis neoaustralis, Neodexiopsis nigerrima, Neodexiopsis setipuncta, Neogriphoneura sordida, Neomegalotomus parvus, Neomuscina inflexa, Neopachygaster reniformis, Neoplatyura noorae, Neoponera villosa, Neosilba zadolicha, Neosphenorhina ocellata, Niphades variegatus, Noritonus subeminentus, Norvellina rubida, Nysius raphanus, Oides maculatus, Olcella parva, Olesicampe annulitarsis, Oliarus humilis, Omicron criticum, Oreodera aerumnosa, Ornidia obesa, Orthodera ministralis, Orthotylus coagulatus, Oscinisoma alienum, Oxysarcodexia angrensis, Oxysarcodexia avuncula, Oxysarcodexia thornax, Pachybrachis picus, Pachycondyla harpax, Pachymenes orellanae, Palorus subdepressus, Palpada mexicana, Paracarsidara gigantea, Paragodon paragoides, Patania ruralis, Patawatermes turricola, Peckia intermutans, Pelidnota frommeri, Pelonium leucophaeum, Pepsis elegans, Perigramma famulata, Perreyia nigriceps, Phalacrotophora epeirae, Phaonia valida, Phaonantho benevola, Pheidole pubiventris, Phidotricha erigens, Photinus obscurellus, Phytomyptera aenea, Piasus cribricollis, Pinalitus cervinus, Pimpla nuda, Platylabus odiosus, Plecia nearctica, Pleuroprucha asthenaria, Plutella xylostella, Ponana scarlatina, Podisus nigrispinus, Poecilagenia reversa, Poecilominettia puncticeps, Polybia ignobilis, Polybia sericea, Aenictes polygrapharia, Populicerus confusus, Procryptocerus adlerzi, Protomallocera hilairei, Protonectarina sylveirae, Psephenus herricki, Pseudaugochlora graminea, Pseudoaerumnosa obovata, Pseudodoros clavatus, Pseudomyrmex gracilis, Pseudomyrmex simplex, Pseudotolida arida, Psychoda alberta, Pterogramma palliceps, Raphiptera argillaceellus, Raptrix fusca, Ravinia, Ravinia querula, Rhinacloa clavicornis, Rhinoleucophenga gigantea, Rhipidia domestica, Ronderosia bergii, Rugilus rufipes, Ruizantheda proxima, Sabethes albiprivus, Sarcophaga aurifrons, Sarcophaga cooleyi, Scaphytopius acutus, Scathophaga stercoraria, Scymnus caurinus, Scymnus interruptus, Semaeomyia, Semnorhynchus fulvopictus, Simulium nigrimanus, Simulium verecundum, Siphona collini, Smicridea paranensis, Smicridea, Sphictostethus gravesii, Spilomelinae, Spilomyia crandalli, Stator maculatopygus, Stenochironomus gibbus, Stilobezzia diversa, Stomoxys calcitrans, Symmetrischema striatella, Stylogaster intermedia, Tabanus occidentalis, Tachysphex tarsinus, Tanytarsus giovannii, Tanytarsus jacaretingensis, Taphura attiguclava, Tetrapedia diversipes, Thaumastocoris peregrinus, Tomosvaryella minuscula, Trychosis reflexa, Trypoxylon clavicerum, Trypoxylon deceptorium, Trypoxylon lactitarse, Tyrissa mascara, Tytthaspis sedecimpunctata, Ululodes cajennensis, Untomia albistrigella, Urophorus humeralis, Vehilius inca, Villa lateralis, Villa, Chloridea virescens, Voria ruralis, Winthemia pinguis, Winthemia quadripustulata, Xyleborus bispinus, Xylocopa frontalis, Xyonysius californicus, Zaira angustifrons, Zaira cinerea, Zale strigimacula, Zariaspes mys, Zygothrica bilineata)", "BasisOfRecord is one of (Specimen, Material sample)" ] } The dataset includes 882865 records from 830 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016956-250802193616735/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 | 0.006 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.343 | 0.436 |
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".