Bibliographic record
Abstract
A dataset containing 7265711 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Babiana leipoldtii G.J.Lewis, Eunotia genufalcata Gerd Moser, 2762067, 199600, Pheucticus tibialis Lawrence, 1867, 459664, Sagittidae, 3301812, Mutisia grandiflora Humb. & Bonpl., 2365531, 2720496, 461738, 3218480, Machaeranthera ammophila Reveal, Ceanothus integerrimus var. californicus (Kellogg ex Durand & B.D.Jacks.) G.T.Benson, 199556, 199818, Pogonymus Gosline, 1959, Hypochaeris ornata J.Kost., 3164828, 3116815, 2899457, Pantodactylus bivittatus Cope, 1864, Schizachyrium maritimum (Chapm.) Nash, 3245194, 2621704, 2365699, Acanthococcus aciculiferus Lagerh., 2434510, 200057, 200379, 459477, 2671487, 3116880, 203569, Dangila kuhlii Valenciennes, 1842, 199816, 3309151, Hydnum erinaceus Bull., Virgulaster Semple, 88532, Paphiopedilum spicerianum f. immaculatum Braem, 199695, 221879, 466172, 3241181, 200126, 199989, 200454, Allium aschersonianum f. leve Pamp., 199594, Euphorbia altaica Ledeb., Condylospora spumigena Nawawi, 526344, 534666, 3288663, 199318, 199375, 2806263, Planktothrix agardhii (Gomont) Anagn. & Komárek, Megatrichophyton nodiformans (Castell.) Neveu-Lem., 344838, 199347, 448327, Bilimbia sabuletorum (Schreb.) Arnold, Quechualia fulta (Griseb.) H.Rob., Bifrenaria harrisoniae var. glabra W.Zimm., 200300, Baccaurea latifolia King ex Hook.f., Schoenus castaneus Willd. ex Kunth, 199721, Formicarius analis (Orbigny & Lafresnaye, 1837), Tragia benthamii Baker, 272045, Taxoxylum Bronn, 1848, Crataegus panda Beadle, 271911, Malaxis tradescantifolia Blume, Pseudoparmelia caribaea (Hale) Hale, 252845, Croton tristis Müll.Arg., 3091791, 353289, 200122, 3297101, 200513, 3308645, 546766, Neopercis sexfasciata (Temminck & Schlegel, 1843), Fusidium stromaticola R.F.Castañeda, 221859, 199246, Stenomera Rafinesque, 1820, Areca coronata Blume ex Mart., 199935, 2752213, Crataegus vittata Ashe, Fadogia tomentosa var. flaviflora (Robyns) Verdc., 199833, Geitlerinema codii I.Umezaki & M.Watanabe, 1994, Diasperus goudotianus (Baill.) Kuntze, Tarenna grevei (Drake) Homolle, Aloe barteri Baker, 117286, Floresomys Musser, 1981, 3218246, Phormidium tenue var. chlorinum Playfair, Apartea letestui Pellegr., 199274, 200185, Paphiopedilum glanduliferum var. praestans (Rchb.f.) Braem, Senecio multiceps N.P.Balakr., 200289, 3273197, 3301785, 3077309, 201846, 320962, Bertiera chrysantha Hassk., 3273488, 509768, 458689, 2904716, Salmostoma boopis (Day, 1874), 3077203, 474148, Calotes kinabaluensis De Grijs, 1937, Deppea amaranthina Standl. & Steyerm., 458650, 532112, Steereobryon subulirostrum G.L.Smith, 1971, 491505, Pleurotus platypus Sacc., Sporidesmium cymbispermum P.M.Kirk, 139488, Erythronium hendersonii S.Watson, 458631, 111630, 504786, 285721, 11668, 249826, 468168, 508368, 438539, Catoblastus drudei O.F.Cook & Doyle, Uvularia rosea (Michx.) Pers., Diplometopon zarudnyi Nikolsky, 1907, Mediocalcar versteegii J.J.Sm., 47733, 2715166, 28173, 245080, 468767, Craugastor jota (Lynch, 1980), Rosa seringeana Godr., 201752, Mycoderma Thompson, 1852, 201936, 320942, 482023, 3274949, 438598, 3143465, 2341572, 475226, 2463722, Notocheiridae, Thelotrema australiense Müll.Arg., 2752922, Orthostichopsis subtenuis (Müll.Hal.) Broth., 2497711, 458587, 463491, 275699, Otonemertes Dawydoff, 1937, Malus ioensis var. spinosa (Rehd.) C.F. Reed, 2436020, 3306095, 275691, 3152986, 468742, Rubus wirralensis A.Newton, Coussarea macrocalyx Standl., Prillieuxina baccharidincola (Rehm) Petr., Monocelis anta Marcus, 1954, 2422660, Cyperus orgadophilus K.L.Wilson, 426130, 538410, 245200, 371942, Laonastes aenigmamus Jenkins, Kilpatrick, Robinson & Timmins, 2005, 324514, Zamenis vogti Werner, 24296, Hekorima dichotoma Kunth, Halbaniella portoricensis (Speg.) Toro, Kyllinga filiformis Sw., 180413, Cocos schizophylla Mart., Scelotes gardineri Boulenger, 1909, Stenomesson callacallense Ravenna, Leptoptila Gloger, 1842, 178248, 2904989, Microstylis prasina Ridl., 2752673, 275732, 504926, 188254, 178243, 374485, 509665, 482075, Bothrophorus Leuckart, 1819, 209831, Podolepis lessonii (Cass.) Benth., Galium stebbinsii subsp. siskiyouense (Ferris), Cyperus panamensis (C.B.Clarke) Britton ex Standl., Agropyron cristatum var. desertorum (Fisch. ex Link) Dorn, Rosa floriana Vuk., 456307, Calocarididae, Capellenia Teijsm. & Binn., 270410, 3275140, 357082, 357091, Triaenopogon barbatus (Günther, 1861), 2752674, 491472, 3077471, 438674, 3047429, 51134, 521721, 458596, Gastropterus archaeus Cope, 1878, 3304680, Cyperus donianus A.Dietr., 3309342, Reedia F.Muell., Pseudomaxillaria parviflora (Poepp. & Endl.) Brieger, 493048, 277945, 384355, 3016897, Lichen peltatus Ramond, 1805, 207136, Antidesma rubiginosum Merr., Ixora chartacea Elmer, Neolindbergia rugosa (Lindb.) M.Fleisch., 2483925, 3307239, 3018159, 483589, 237852, 238214, 2997625, Bulbophyllum foenisecii C.S.P.Parish ex Rchb.f., Heterognathus Girard, 1855, Ovarioptera Leonov Spasskii & Kulikov, 1963, 442185, 468833, 2452170, 240471, 2908451, 237260, Ophiosoma Szidat, 1928, Racinaea tetrantha var. scarlatina (André) M.A.Spencer & L.B.Sm., Eria longissima Ames & Quisumb., 88738, 237524, 442331, Zignoëlla buettneri Rehm, 129195, 238572, 2452671, Depazea grossularicola Fr. ex Klotzsch, 505988, 536349, 238600, Ramicola tetraspora Contu, 178120, Pilosella vernicosa Norrl., Diplostephium barclayanum Cuatrec., 138894, 260648, 2608355, 222560, Rubus linearifolius Hayata, 489643, 2789484, Psomophis joberti (Sauvage, 1884), Scilla schlechteri Baker, 129394, 157454, Herpotrichiella porothelia (Berk. & M.A.Curtis) M.E.Barr, Luzula parviflora var. intermedia (Host) Wahlenb., 325282, 2719202, Artabotrys oblongus King, Secotium fragariosum G.Cunn., Schizolepis Gottfried, 1992, Phaeopolynema Speg., 3276068, Vangueria beniensis De Wild., Crataegus thyrsoidea Gand., Caranx thompsoni Seale, 1905, Piptarthron pluriloculare A.W.Ramaley, Hyporthodus Gill, 1861, 235564, 236283, 491533, Cardicola tropicus (Manter, 1940) Lebedev & Mamaev, 1968, Aplophyllum decurrens (Cav.) Cass., 255997, Leciographa urceolata (Th.Fr.) Rehm, Dissonidae, 442714, Scilla comata Hoffmanns., 442639, 442307, Gaertneria hispida Kuntze, 501569, 222457, 2535431, 192599, 208980, 239990, 3095753, 238696, 88776, Coryneum kickxii (Westend.) Traverso, 363999, 494854, Hypogymnia physodes f. sublugubris (Müll.Arg.) Räsänen, Oxyrhinus Pelzeln, 1883, 2510987, 3109726, 157451, 229118, 473194, Baccharis ×exspectata F.H.Hellw., 346486, Magnolia cristalensis Bisse, 2641818, Cortinarius splendidus (E.Horak) K.Griffiths, Talauma fragrantissima Hook., 548100, Phyllanthodendron yunnanense Croizat, Poeciloides Bianchi, 1902, Haworthia pearsonii C.H.Wright, 3018919, 2494587, 3010982, 92679, 134256, Anthospermum ammannioides S.Moore, Ctenosporium R.Kirschner, 2006, 346482, Pleiotaxis lejolyana Lisowski, 273401, 244979, 274332, 205917, Lecidea subvorticosa Nyl., 2548963, Schoenocrambe pinnata Greene, Haworthia peacockii Baker, 3274627, 450625, Rachicallis rupestris (Sw.) DC., Porroglossum dalstroemii Luer, Carex verna var. oxycarpa Waisb., Gymnothorax polyuranodon (Bleeker, 1854), 3293544, 134271, 2545010, 521333, Notaulax mixta Perkins, 1984, 2822520, 548133, 547968, Tanacetum caucasicum (Willd.) Sch.Bip., Castniidae, Galium chlorophyllum Baill. & Timb.-Lagr., 391891, 3109828, Thamnaconus melanoproctes (Boulenger, 1889), 2634320, 2862729, 441824, 2545378, 2550154, Abildgaardia clarkeana (Hutch. ex Bodard) Lye, Porroglossum olivaceum H.R.Sweet, 2862191, 107264, 372944, Myxotrichum thaxteri Kuehn, 548064, Cyperus distans subsp. longibracteatus (Cherm.) Lye, Rubus ×candidulus Sudre, Cyphella pyriformis G.Cunn., 548009, Microbacterium xylanilyticum Kim et al., 2005, Didymopanax longipetiolatus (Pohl ex DC.) Marchal, 346477, 450627, 98437, 215172, Rosa likana Vuk., 151779, Rosa ×macrodonta Boullu, Dicranoloma brevisetum (Dozy & Molk.) Paris, 343694, Promicrops itaiara (Lichtenstein, 1822), 2406401, Haplocarpon cinereoatrum (Ach.) M.Choisy, 473300, Lepthoplosternum altamazonicum Reis, 1997, 547391, 547284, Talauma obovata Korth., 3016303, 2484661, 500843, Galium gracile Bunge, Protoglossum violaceum (Massee & Rodway) T.W.May, Platanthera replicata (A.Rich.) Ackerman, Sebastes diploproa (Gilbert, 1890), 3143713, Sorosporium spodiopogonis M.S.Patil, Magnolia compressa Maxim., Exoascus tosquinetii (Westend.) Syd. & P.Syd., Ethanium macranthum (Poepp. & Endl.) Kuntze, Dichrocephala linearifolia O.Hoffm., Onigocia oligolepis (Regan, 1908), Melanops fourcroyae (Henn.) Weese, Epoicotheriidae, Pycreus lurida (Govind.) P.Singh & V.Singh, 2933327, 2413447, Achillea leptophylloides Prodan, Sargochromis thysi (Poll, 1967), Microdon Conrad, 1842, 328347, Dactylariopsis moscovia Mekht., Vernonanthura yurimaguasensis (Hieron.) H.Rob., 3151783, 188398, ×Orchigymnadenia regelii (E.G.Camus) E.G.Camus, 534220, Bogoslovius Jordan & Evermann, 1898, Draba azorellicola O.E.Schulz, 3105918, Dicaeoma acokantherae (Henn.) Kuntze, 3050659, Mesonia Nedashkovskaya et al., 2003, 195374, 325577, 456378, Mytilinidion karstenii Sacc., 501265, 2452437, 144820, Serranus costae Steindachner, 1878, Cyphellophora vermispora A.Walz & de Hoog, Cura Strand, 1942, 254923, Rhodeus uyekii (Mori, 1935), Livistona beccariana Burret, 3040037, 237020, Flavobacterium meningosepticum King, 1959, Ptychomnion cygnisetum (Müll.Hal.) Kindb., Paralepista concentrica Raithelh., 91801, Caecomastacembelus micropectus (Matthes, 1962), Squalius intermedius Kessler, 1872, 3304846, 374384, 3235021, Spiranthes novofriburgensis (Rchb.f.) Rchb.f., 3117965, 3273989, 461067, 534219, 2927625, Manglietia insignis (Wall.) Blume, 372012, Opsariichthys barbatus Regan, 1908, Nipponanthemum nipponicum (Franch. ex Maxim.) Kitam., Quercus pedunculata var. glaberrima Schur, Hydnum stevensonii Berk. & Broome, Alectryon Cabanis, 1846, 2335760, 26
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 | 0.013 |
| 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) | 0.330 | 0.465 |
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".