Bibliographic record
Abstract
A dataset containing 1595757 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (512831, Boodleopsis verticillata E.Y.Dawson, 97516, 157617, Anemonospermos pusilla (DC.) Kuntze, 3151227, 2903887, 3275753, Sanchezia Ruiz & Pav., Drymocallis agrimonioides (Pursh) Rydb., Cyclostigma Schrammen, 1912, 2589845, Rinodina lecideina H.Mayrhofer & Poelt, 2350645, Collybia platyphylla subsp. lacerata (Scop.) Konrad & Maubl., 1937, Macleayia Haswell, 1880, 2806723, 92958, 2534368, 3010182, Stagonosporopsis lupini (Boerema & R.Schneid.) Boerema, Gruyter & P.Graaf, 340496, 371867, 379076, 2685887, 379768, Blephanthera depressa Raf., Pyxine elixii Kalb, Brevibacillus centrosporus (Nakamura, 1993) Shida et al., 1996, 540784, Schizopygopsis przewalskii Kessler, 1876, 3146103, 3159479, 3159489, Canthophrys albescens Swainson, 1839, Gobius ommaturus Richardson, 1845, Caranx vinctus Jordan & Gilbert, 1882, 3028739, Motella fusca (Risso, 1810), Triturus boscai (Lataste, 1879), Tylototriton wenxianensis Fei, Ye & Yang, 1984, Oryx Blainville, 1816, Gehyra minuta King, 1982, 2474858, 2475478, 2571865, Parmelia hypoleuca Müll.Arg., Saccomyces endogenus (Nowak.) Sparrow, Blastenia visianica A.Massal., 1852, Elaphoglossum pellucidum Gaudich., Leuciva dealbata (A.Gray) Rydb., Mittenothamnium macroblepharum (Besch.) Cardot, Bulbophyllum holochilum var. pubescens J.J.Sm., 2940842, 3024986, 3013321, Myrcia strigipes Mart., Lussa Rumph. ex Kuntze, 423203, 410205, 414222, 443175, Rosa tomentella f. burnatii Christ, Carex psammophila Schur, Propimelodus eigenmanni (Van der Stigchel, 1946), Habenaria cornuta Lindl., 477299, Bryum savicziae Schljakov, 2862046, 314227, Myrosmodes breve (Schltr.) Garay, 164034, Fucus decipiens R. Brown ex Turner, Remirea maritima var. pedunculata (R.Br.) Benth., Cottus girardi Robins, 1961, 396479, 100439, 97867, 51908, 71984, 170303, 105644, 336075, 276620, 327650, 346529, 378958, 377538, 377348, 385962, 382700, 382711, 381644, 460911, 464374, Rhaphoneis belgica var. intermedia Grunow, 1881, Chiloglanis paratus Crass, 1960, 2456037, Centaurea reichenbachioides Schur, 1866, Galinsoga amboensis D.L.Schulz, Proechimys cayennensis (Desmarest, 1817), Oneirodes plagionema Pietsch & Seigel, 1980, Grallina bruijni Salvadori, 1876, Machaerirhynchus Gould, 1851, Coriolopsis caperata (Berk.) Murrill, Stephanoberyx monae Gill, 1883, Exostema nitens Urb., 2465809, Ficinia kunthiana Boeckeler, Moloch Gray, 1841, Andigena Gould, 1851, Polyscias clemensiana Harms, Russula atrorubens Quél., Palmijuncus meyenianus (Schauer) Kuntze, Scodellina pustulata (Hedw.) Gray, Dothiorella mali var. fructans Dearn., 3008495, 284324, Delphinus longirostris Gray, 1828, 361819, 404836, 412041, 502390, 544749, 3182736, 3169970, Scolopsis xenochrous Günther, 1872, Balistes verres Gilbert & Starks, 1904, Etheostoma peltatum Stauffer, 1864, Sylvisorex isabellae Heim de Balsac, 1968, Acantholepis Pyanovska & Aleksandro, 1989, Euphorbia affinis DC., Diorchidium binatum (Berk. & M.A.Curtis) De Toni, Hidakaea I.Hino & Katumoto, 1955, Aphanocladia ecorticata Stegenga, R.J.Anderson & Bolton, 2004, Rhynchostegiella assamica Cardot & Dixon, 2800160, Franquevillea major Zoll. ex Kurz, Alberta sambiranensis Homolle ex Cavaco, Pyrostria analamazaotrensis Arènes ex Cavaco, 2927646, 3024161, 3024988, Haplopappus decurrens J.Rémy, Thermomonospora mesophila Nonomura & Ohara, 1971, 145337, 410361, 60698, 442974, 144442, 42359, Eucalyptus exigua Brooker & Hopper, Eucalyptus whittingehamei Landsborough, Syzygium kiahii (M.R.Hend.) I.M.Turner, 2484322, 2481582, Lachenalia sanguinolenta Willd. ex Kunth, Disperis oppositifolia Sm., 191347, 2731440, Haematomma leprarioides (Vain.) Vain., Gloeosporium vogelis Syd. & P.Syd., 2999379, Vaccinium angustifolium var. laevifolium House, 339662, Coelogyne macroloba J.J.Sm., Epipolaeum setosum (Petr.) E.Müll., 2830997, 2831226, Sargassum spathulophyllum J.Tanaka, H.Murakami & S.Arai, 1999, 497909, 170808, 45833, 173787, 172726, 171558, 544342, 544634, 191336, 191361, 191291, 246883, 525076, 314148, 391696, 393235, 392678, 419092, 444217, 525164, Physarum griseum Skvortsov, 3245723, Hemisorubim platyrhynchus (Valenciennes, 1840), Asperula oligantha var. conferta-elongata Maiden & Betche, 83525, Exostema lancifolium Borhidi & Acuña, 62645, 2484136, Carex intermedia f. permixta (Beck) Kük., Rosa ×litoralis Borbás, Iguanura chaiana Kiew, Iguanura palmuncula var. angustisecta Becc., Skeletocutis australis Rajchenb., Alstroemeria xanthina Phil., 452418, 444471, Protasparagus filicinus (Buch.-Ham. ex D.Don) Kamble, Mysateles melanurus (Poey, 1865), Rottlera hoperiana Blume ex Müll.Arg., 3079728, Anthericum lanzae Cufod., Achaetogeron filiformis Larsen, Erigeron cuneifolius DC., Marlierea tomentosa Cambess., Lysianassa Münster, 1838, Phaeomonomeraceae, Calothyriella ananasae Viégas, 3299813, Coelogyne merrillii Ames, 2811534, 380145, 422006, Mendoncella fimbriata (Linden & Rchb.f.) Garay, 2718147, Vaccaria hispanica (Mill.) Rauschert, 209992, Halimochirus, Comatricha stemonitis (Scop) Wettst., 1886, 3182737, Eucalyptus viminalis subsp. pryoriana (L.A.S.Johnson) Brooker & Slee, Eleocharis capitata var. dispar (E.J.Hill) Fernald, Delphineis G.W.Andrews, 1977, Peyrousia aculeata Sweet, 340233, 2934246, Dilophus Vieillot, 1816, 2934248, Desulfomicrobium orale Langendijk et al., 2001, Odontoglossum loxense F.Lehm. & Kraenzl., 2641739, 2822426, 2822451, Tropilis kingiana (Bidwill ex Lindl.) Butzin, 2822024, Pseudocycnidae, 546042, 233244, 149442, 133833, 331412, 345139, 100822, 103043, 528106, 141377, 498899, 141792, 162091, 71939, 214287, 203235, 202854, 202852, 309754, 281649, 283984, 355840, 369306, 389908, 389285, 427906, 426441, Gobius lanceolatus Bloch, 1783, Hedera chrysophylla (Hibberd) Carrière, 2479937, Jynx Linnaeus, 1758, Rubus cissburiensis W.P.C.Barton & Ridd., Orophea rubra Kessler, Uvariodendron gorgone Verdc., Rotantha Small, Palmerella, 3167401, 3164284, 3164285, Eucalyptus sieberi L.A.S.Johnson, Septomyxa longipes Nicolas & Aggéry, Coenonia Vandamme, Vancanneyt, Segers, Ryll, Kohler, Ludwig & Hinz, 1999, Leptospermum scoparium var. rubricaule (Cels ex Link) A.Cunn. ex DC., 3182977, Clavimyrtus lineata (DC.) Blume, 3284956, 3272303, Tharsis Jeffreys, 1883, 3164474, Ascochloris multinucleata H.C.Bold & F.J.MacEntee, 1974, 2690448, Eriocaulon tepicanum Moldenke, 2907199, 2798634, Platycoryne kitondo (De Wild.) Summerh., Heimatomyces unciger Thaxt., 31114, Rhinolophus canuti Thomas & Wroughton, 1909, Hypnum gebhardii Spreng., Cuviera Koeler, 2681927, 31215, 31223, 31277, Phreatogammaridae, Actinococcus aggregatus F.Schmitz, 1893, 34126, Alburnus strigio Bonaparte, 1845, Asarum acuminatum (Ashe) E.P.Bicknell, 37879, 37905, 37956, Cirrhopetalum tseanum S.Y.Hu & Barretto, 49127, Pleurothallis mystax Luer, Caucaea mimetica (Stacy) N.H.Williams & M.W.Chase, 2741123, Hemipilia amethystina Rolfe ex Hook.f., Holbrookia subcaudalis Axtell, 1956, 3017077, Rudgea lanceifolia Salisb., 12396, 12433, Cyrtodactylus brevipes Anderson, 1963, 2737129, Phymatolepis Duméril, 1856, 2451008, Ameiva leucostigma Boulenger, 1899, Enyalioides palpebralis (Boulenger, 1883), Hoplocercus annularis O'Shaughnessy, 1881, 2895233, 2937470, Bermudiana avenacea (Klatt) Kuntze, 2757292, Coutarea hexandra var. campanilla (DC.) Steyerm., 2806750, Trichosteleum jaegeri P.de la Varde, Pentas homblei De Wild., 3282683, 92988, 92954, 104636, 2491664, Polyscias microbotrys (Baill.) Harms, Tieghemopanax reflexus R.Vig., 63826, 63877, 113940, 113948, 2599651, Hygrochilus parishii var. mariottianus (Rchb.f.) Senghas, 115847, 2501788, 138940, 151795, Acosta Müll.Hal., Trigonochilum kopfianum Königer, 132471, Cerotelium gossypii (Lagerh.) Arthur, 2530529, 166541, Poria microspora Overh., Macromitrium mauritianum Schwägr., 150710, Lupinus croceus var. pilosellus (Eastw.) Munz, 2544113, 2622638, Camptomeris robiniae (Shear) Cif., Pseudosyrtis subterranea (Ax, 1951), 201317, Involucrothele dufourii f. endocaleina (Servít) Servít, 2909902, Neanotis decipiens (Hook.f.) W.H.Lewis, Phyllachora maculans (Schwein.) Sacc., Phyllachora gynericola Orejuela, 225438, Microthelia andropogonis (Ellis & Langl.) Kuntze, Cryptosporella wehmeyeriana (J.Reid & C.Booth) L.C.Mejía & Castl., 2575282, Stromatosphaeria nigroannulata Grev., Cryptascoma bisetulum Ananthap., Sphaeria cypri Tul., Raphiospora patellarioides (Nyl.) Arnold, Englerulella homalanthi Hansf., Lepanthes ariasiana Luer & L.Jost, 233074, 244856, Abroscopus E.C.S.Baker, 1930, 264473, Anthurium martianum K.Koch & Kolb, Lophirus Anon., 1829, 264847, 292611, Mycoalvimia theobromicola Singer, 2531302, 279282, 2631204, Nupela vyvermanii Gerd Moser, Natriciteres Loveridge, 1953, Caulacanthus Kützing, 1843, 2650515, Curmeria picta T.Moore, Biatorina heterobaphia Anzi, 1860, Lophiosphaera glacialis (Rehm) Sacc., 2652783, Blastobotrys niveus Klopotek, Veryhachium martinum P. Pittau, Hypoxis ludwigii Baker, 2538781, Crataegus araioclada Sarg., Narcine ornata Carvalho, 2008, Thelymitra ×mackibbinii F.Muell., 314152, Phaca simplicifolia Torr. & A.Gray, 2937127, 2807054, 2691507, Hellmuthia membranacea (Thunb.) R.W.Haines & Lye, Gahnia psittacorum Labill., 337298, 339688, Carex stachydesma Franch., Carex ampullacea var. borealis Hartm., 2733977, Evrardiella Gagnep., Bembradium furici Fourmanoir & Rivaton, 1979, 405504, Pavetta modesta Bremek., 414805, 383046, Proctoporus unicolor Boulenger, 1882, Aloe commixta A.Berger, 425880, 419074, Amphiprora calumetica Thomas, 425994, Zingiber kerrii Craib, Psychotria flavicans Müll.Arg., Serissa ternata (Wall.) Kurz, Uragoga subrufa (Miq.) Kuntze, 419988, Commelina esculenta B.Heyne ex Hook.f., Cineraria arctotidea Drège ex Harv. & Sond., Cineraria deltoidea Sond., 455988, 443265, Tropitria crassula (Link & O
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 | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.280 | 0.411 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".