Bibliographic record
Abstract
A dataset containing 6341150 species occurrences available in GBIF matching the query: { "TaxonKey" : [ "is one of (Acanthagrion ascendens Calvert, 1909, Acanthagrion kennedii Williamson, 1916, Acanthagrion quadratum Selys, 1876, Acanthagrion vidua Selys, 1876, Aciagrion dondoense Dijkstra, 2007, Aciagrion hisopa (Selys, 1876), Aciagrion pinheyi Samways, 2001, Acisoma panorpoides Rambur, 1842, Aeshna affinis Vander Linden, 1820, Aeshna caerulea (Ström, 1783), Aeshna constricta Say, 1840, Aeshna crenata Hagen, 1856, Aeshna cyanea (Müller, 1764), Aeshna eremita Scudder, 1866, Aeshna grandis (Linnaeus, 1758), Aeshna interrupta Walker, 1908, Aeshna juncea (Linnaeus, 1758), Aeshna mixta Latreille, 1805, Aeshna palmata Hagen, 1856, Aeshna persephone Donnelly, 1961, Aeshna septentrionalis Burmeister, 1839, Aeshna serrata Hagen, 1856, Aeshna sitchensis Hagen, 1861, Aeshna subarctica Walker, 1908, Aeshna tuberculifera Walker, 1908, Aeshna umbrosa Walker, 1908, Aeshna walkeri Kennedy, 1917, Aeshna verticalis Hagen, 1861, Aeshna viridis Eversmann, 1836, Aethriamanta brevipennis (Rambur, 1842), Aethriamanta rezia Kirby, 1889, Africallagma elongatum (Martin, 1907), Africallagma glaucum (Burmeister, 1839), Africallagma sapphirinum (Pinhey, 1950), Africallagma sinuatum (Ris, 1921), Agriocnemis exilis Selys, 1872, Agriocnemis exsudans Selys, 1877, Agriocnemis falcifera Pinhey, 1959, Agriocnemis gratiosa Gerstäcker, 1891, Agriocnemis pygmaea (Rambur, 1842), Agriocnemis ruberrima Balinsky, 1961, Agrionoptera sexlineata Selys, 1879, Allocnemis leucosticta Selys, 1863, Amphiagrion abbreviatum (Selys, 1876), Anaciaeschna isoceles (Müller, 1767), Anaciaeschna jaspidea (Burmeister, 1839), Anaciaeschna triangulifera McLachlan, 1896, Anax amazili (Burmeister, 1839), Anax concolor Brauer, 1865, Anax ephippiger (Burmeister, 1839), Anax guttatus (Burmeister, 1839), Anax immaculifrons Rambur, 1842, Anax imperator Leach, 1815, Anax junius (Drury, 1773), Anax longipes Hagen, 1861, Anax nigrofasciatus Oguma, 1915, Anax parthenope (Selys, 1839), Anax speratus Hagen, 1867, Anax tristis Hagen, 1867, Anax walsinghami McLachlan, 1883, Anisagrion allopterum Selys, 1876, Apanisagrion lais (Brauer, 1876), Aphylla angustifolia Garrison, 1986, Aphylla producta Selys, 1854, Aphylla protracta (Hagen, 1859), Aphylla williamsoni (Gloyd, 1936), Archaeogomphus infans (Ris, 1913), Archibasis melanocyana (Selys, 1877), Archilestes californicus McLachlan, 1895, Archilestes grandis (Rambur, 1842), Argia agrioides Calvert, 1895, Argia alberta Kennedy, 1918, Argia anceps Garrison, 1996, Argia apicalis (Say, 1840), Argia barretti Calvert, 1902, Argia bipunctulata (Hagen, 1861), Argia carlcooki Daigle, 1995, Argia cupraurea Calvert, 1902, Argia cuprea (Hagen, 1861), Argia emma Kennedy, 1916, Argia extranea (Hagen, 1861), Argia frequentula Calvert, 1907, Argia fumipennis (Burmeister, 1839), Argia gaumeri Calvert, 1907, Argia harknessi Calvert, 1899, Argia hinei Kennedy, 1918, Argia immunda (Hagen, 1861), Argia lacrimans (Hagen, 1861), Argia leonorae Garrison, 1994, Argia lugens (Hagen, 1861), Argia moesta (Hagen, 1861), Argia munda Calvert, 1902, Argia nahuana Calvert, 1902, Argia oculata Hagen, 1865, Argia oenea Hagen, 1865, Argia pallens Calvert, 1902, Argia pima Garrison, 1994, Argia plana Calvert, 1902, Argia pulla Hagen, 1865, Argia rhoadsi Calvert, 1902, Argia sabino Garrison, 1994, Argia sedula (Hagen, 1861), Argia tarascana Calvert, 1902, Argia tezpi Calvert, 1902, Argia tibialis (Rambur, 1842), Argia tonto Calvert, 1902, Argia translata Hagen, 1865, Argia variegata Förster, 1914, Argia vivida Hagen, 1865, Arigomphus cornutus (Tough, 1900), Arigomphus furcifer (Hagen, 1878), Arigomphus lentulus (Needham, 1902), Arigomphus maxwelli (Ferguson, 1950), Arigomphus pallidus (Rambur, 1842), Arigomphus submedianus (Williamson, 1914), Arigomphus villosipes (Selys, 1854), Azuragrion nigridorsum (Selys, 1876), Basiaeschna janata (Say, 1840), Boyeria cretensis Peters, 1991, Boyeria grafiana Williamson, 1907, Boyeria irene (Fonscolombe, 1838), Boyeria vinosa (Say, 1840), Brachydiplax chalybea Brauer, 1868, Brachygonia oculata (Brauer, 1878), Brachymesia furcata (Hagen, 1861), Brachymesia gravida (Calvert, 1890), Brachymesia herbida (Gundlach, 1889), Brachythemis contaminata (Fabricius, 1793), Brachythemis fuscopalliata (Selys, 1887), Brachythemis lacustris (Kirby, 1889), Brachythemis leucosticta (Burmeister, 1839), Brachytron pratense (Müller, 1764), Bradinopyga cornuta Ris, 1911, Brechmorhoga mendax (Hagen, 1861), Brechmorhoga pertinax (Hagen, 1861), Brechmorhoga rapax Calvert, 1898, Calopteryx aequabilis Say, 1840, Calopteryx amata Hagen, 1889, Calopteryx angustipennis (Selys, 1853), Calopteryx dimidiata Burmeister, 1839, Calopteryx exul Selys, 1853, Calopteryx haemorrhoidalis Vander Linden, 1825, Calopteryx maculata (Palisot de Beauvois, 1807), Calopteryx splendens Harris, 1780, Calopteryx virgo (Linnaeus, 1758), Calopteryx xanthostoma (Charpentier, 1825), Camacinia gigantea (Brauer, 1867), Cannaphila insularis Kirby, 1889, Cannaphila vibex (Hagen, 1861), Celithemis amanda (Hagen, 1861), Celithemis bertha Williamson, 1922, Celithemis elisa (Hagen, 1861), Celithemis eponina (Drury, 1773), Celithemis fasciata Kirby, 1889, Celithemis martha Williamson, 1922, Celithemis ornata (Rambur, 1842), Celithemis verna Pritchard, 1935, Ceratogomphus pictus Hagen, 1854, Ceratogomphus triceraticus Balinsky, 1963, Ceriagrion cerinorubellum (Brauer, 1865), Ceriagrion glabrum (Burmeister, 1839), Ceriagrion suave Ris, 1921, Ceriagrion tenellum (de Villers, 1789), Chalcolestes parvidens (Artobolevskii, 1929), Chalcostephia flavifrons Kirby, 1889, Chlorocypha consueta (Karsch, 1899), Chlorolestes apricans Wilmot, 1975, Chlorolestes conspicuus Hagen, 1862, Chlorolestes draconicus Balinsky, 1956, Chlorolestes elegans Pinhey, 1950, Chlorolestes fasciatus (Burmeister, 1839), Chlorolestes tessellatus (Burmeister, 1839), Chlorolestes umbratus Hagen, 1862, Chromagrion conditum (Hagen, 1876), Coeliccia albicauda (Förster, 1907), Coeliccia octogesima (Selys, 1863), Coenagrion angulatum Walker, 1912, Coenagrion armatum (Charpentier, 1840), Coenagrion caerulescens (Fonscolombe, 1838), Coenagrion hastulatum (Charpentier, 1825), Coenagrion hylas (Trybom, 1889), Coenagrion intermedium Lohmann, 1990, Coenagrion interrogatum (Selys, 1876), Coenagrion johanssoni (Wallengren, 1894), Coenagrion lunulatum (Charpentier, 1840), Coenagrion mercuriale (Charpentier, 1840), Coenagrion ornatum (Selys, 1850), Coenagrion puella (Linnaeus, 1758), Coenagrion pulchellum (Vander Linden, 1825), Coenagrion resolutum (Selys, 1876), Coenagrion scitulum (Rambur, 1842), Coenagrion syriacum (Morton, 1924), Cora marina Selys, 1868, Cordulegaster bidentata Selys, 1843, Cordulegaster bilineata (Carle, 1983), Cordulegaster boltonii Donovan, 1807, Cordulegaster diadema Selys, 1868, Cordulegaster diastatops (Selys, 1854), Cordulegaster dorsalis Hagen, 1858, Cordulegaster erronea Hagen, 1878, Cordulegaster heros Theischinger, 1979, Cordulegaster maculata Selys, 1854, Cordulegaster obliqua (Say, 1840), Cordulegaster princeps Morton, 1916, Cordulegaster sayi Selys, 1854, Cordulegaster talaria Tennessen, 2004, Cordulegaster trinacriae Waterston, 1976, Cordulia aenea (Linnaeus, 1758), Cordulia shurtleffii Scudder, 1866, Coryphaeschna adnexa (Hagen, 1861), Coryphaeschna ingens (Rambur, 1842), Coryphaeschna viriditas Calvert, 1952, Cratilla lineata (Brauer, 1878), Cratilla metallica (Brauer, 1878), Crenigomphus cornutus Pinhey, 1956, Crenigomphus hartmanni (Förster, 1898), Crocothemis divisa (Karsch), 1898, Crocothemis erythraea (Brullé, 1832), Crocothemis sanguinolenta (Burmeister, 1839), Crocothemis servilia (Drury, 1773), Cyanogomphus waltheri Selys, 1873, Dasythemis esmeralda Ris, 1910, Dasythemis venosa (Burmeister, 1839), Devadatta argyoides (Selys, 1859), Didymops floridensis Davis, 1921, Didymops transversa (Say, 1840), Diplacodes bipunctata (Brauer, 1865), Diplacodes deminuta Lieftinck, 1969, Diplacodes lefebvrii (Rambur, 1842), Diplacodes luminans (Karsch, 1893), Diplacodes nebulosa (Fabricius, 1793), Diplacodes pumila Dijkstra, 2006, Diplacodes trivialis (Rambur, 1842), Dorocordulia lepida (Hagen, 1871), Dorocordulia libera (Selys, 1871), Drepanosticta quadrata (Selys, 1860), Dromogomphus armatus Selys, 1854, Dromogomphus spinosus Selys, 1854, Dromogomphus spoliatus (Hagen, 1858), Dythemis fugax Hagen, 1861, Dythemis maya Calvert, 1906, Dythemis nigra Martin, 1897, Dythemis nigrescens Calvert, 1899, Dythemis sterilis Hagen, 1861, Dythemis velox Hagen, 1861, Ecchlorolestes nylephtha (Barnard, 1937), Ecchlorolestes peringueyi (Ris, 1921), Elasmothemis cannacrioides (Calvert, 1906), Elattoneura frenulata (Hagen, 1860), Elattoneura glauca (Burmeister, 1860), Elga leptostyla Ris, 1911, Enallagma anna Williamson, 1900, Enallagma annexum (Hagen, 1861), Enallagma antennatum (Say, 1840), Enallagma aspersum (Hagen, 1861), Enallagma basidens Calvert, 1902, Enallagma boreale Selys, 1875, Enallagma carunculatum Morse, 1895, Enallagma civile (Hagen, 1861), Enallagma clausum Morse, 1895, Enallagma coecum (Hagen, 1861), Enallagma concisum Williamson, 1922, Enallagma cyathigerum (Charpentier, 1840), Enallagma daeckii (Calvert, 1903), Enallagma davisi Westfall, 1943, Enallagma deserti Selys, 1871, Enallagma divagans Selys, 1876, Enallagma doubledayi (Selys, 1850), Enallagma dubium Root, 1924, Enallagma durum (Hagen, 1861), Enallagma ebrium (Hagen, 1861), Enallagma eiseni Calvert, 1895, Enallagma exsulans (Hagen, 1861), Enallagma geminatum Kellicott, 1895, Enallagma hageni (Walsh, 1863), Enallagma laterale Morse, 1895, Enallagma minusculum Morse, 1895, Enallagma novaehispaniae Calvert, 1907, Enallagma pallidum Root, 1923, Enallagma pictum Morse, 1895, Enallagma pollutum (Hagen, 1861), Enallagma praevarum (Hagen, 1861), Enallagma recurvatum Davis, 1913, Enallagma semicirculare Selys, 1876, Enallagma signatum (Hagen, 1861), Enallagma sulcatum Willi
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 | 0.007 | 0.010 |
| 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) | 0.351 | 0.453 |
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".