Bibliographic record
Abstract
A dataset containing 430501 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (2983875, 2344945, 3185868, Echinocaulon (Meisn.) Spach, 2359235, Guatteria oblanceolata R.E.Fr., Gomphosphaeria lacustris f. compacta (Lemmermann) Elenkin, 1938, 2362081, Helipterum canescens (L.) DC., Monanthotaxis cauliflora (Chipp) Verdc., Aulonocara stuartgranti Meyer & Riehl, 1985, 3026091, Xiphophorus evelynae Rosen, 1960, Calanthe conspicua Lindl., Didemnum peyrefittense Brément, 1913, Lethrinops macracanthus Trewavas, 1931, Pyrenastrum cinnamomeum Eschw., 1834, Opsariichthys bea Nguyen, 1987, Bryaninops nexus Larson, 1987, Pseudanthias venator Snyder, 1911, Marcusenius sphecodes (Sauvage, 1879), Alchemilla rothmaleri Panigrahi & K.M.Purohit, 3028369, 3175853, 3175854, Myrtoleucodendron pulchellum (R.Br.) Kuntze, Cajuputi pulchella (R.Br.) Skeels, 2380487, Starkea pinnata Nutt., 3150504, Cynoglossus beauforti Chabanaud, 1951, 2392730, Gymnelis Reinhardt, 1838, Xanothon rhoduropterus (Bleeker, 1861), Pristimantis boconoensis (Rivero & Mayorga, 1973), 2410911, Salarias hendriksii Bleeker, 1858, Odaxothrissa mento (Regan, 1917), Xirichthys Cuvier, 1829, Citrus ×mitis Blanco, Sargassum marginatum f. cannanorense Grunow, 1915, 2434479, Pseudohandelia Tzvelev, Johnius guineensis (Osório, 1909), 2434968, 3026370, Spiraea alba var. septentrionalis (Fernald) F.Seym., Centratherum tenue C.B.Clarke, Spiraea media f. oblongifolia Beck, Sisymbrium japonicum H.Boissieu, Colpomenia sinuosa f. tuberculata (De A.Saunders) Setchell & N.L.Gardner, 1903, Physiculus natalensis Gilchrist, 1922, Mustelus lenticulatus Phillipps, 1932, 3046161, 3047665, Oudneya deserti (Coss. & Durieu) Bullock, 3049265, Draba shinanomontana Ohwi, Dicaeum pectorale S.Muller, 1843, 2484930, 2456595, Gonatodes penangensis Flower, 1897, Cnemaspis boiei (Gray, 1842), Elminia longicauda (Swainson, 1838), Suta nigrostriatus (Krefft, 1864), Mediodactylus brevipes (Blanford, 1874), Brassica cretica subsp. aegaea (Heldr. & Halácsy) Snogerup, M.A.Gust. & Bothmer, 3284928, Pontosphaeraceae, Ciliciocarpus hypogaeus Corda, Gonyocephalus modestus Meyer, 1874, 2491412, Hymenochaete sphaeriaecola Lloyd, 1925, 3126722, 2512417, Rhodanthe uniflora (J.M.Black) Paul G.Wilson, Marasmius tremulae Velen., Centaurea fuscata Jord., Mycolindtneria pterospora (D.A.Reid) Rauschert, 2552516, Collybia rancida (Fr.) Quél., Heterochaete Pat., 1892, Achroomyces henricii P.Roberts, Tubulicrinis inornatus (H.S.Jacks. & D.P.Rogers) Donk, Atriplex welshii C.A.Hanson, Atriplex portulacoides L., 3084203, Dendrodontia, 3085920, 2563934, Esteya vermicola J.Y.Liou, J.Y.Shih & Tzean, Senecio discolor Desf., 1804, 2619127, Hendersonia culmicola Sacc., Leptosphaeria senegalensis Segretain, Baylet, Darasse & Camain, 2621823, 345746, Tanacetopsis afghanica (Gilli) K.Bremer & Humphries, Amphipentas campechiana (Grunow) De Toni, Acarospora hospitans H.Magn., 2628358, Antithamnion amphigeneum A.J.K.Millar, 1990, Picris coronopifolia (Desf.) DC., Pappobolus lehmannii (Hieron.) Panero, 2650444, Iridophycus parksii Setchell & N.L.Gardner, 1937, Euthora cristata (C.Agardh) J.Agardh, 2686607, Telaranea monocera Mitt. ex J.J.Engel & G.L.Merr., Metahygrobiella acuminata (Herzog) R.M.Schust., 3097762, Encholirium luxor L.B.Sm. & Read, 2720004, Peronospora bulbocapni f. corydalidis-marschallianae Săvul. & Rayss, Peronospora brassicae f. brassicae-nigrae Săvul. & Rayss, 3099788, 3099789, Areca speciosa Lem., Astrocaryum guara Burret, Trachelomonas curta f. papillato-punctata Safonova, 188706, 3102041, Dichaea hamata Rolfe ex Stapf, Kuhlhasseltia kinabaluensis Ames & C.Schweinf., Gyrostachys orchioides (Sw.) Kuntze, Stenorrhynchos secundiflorum Lillo & Hauman, Spiranthes arrabidae (Rchb.f.) Warm., Saccolabium hillii F.Muell., 2838265, Canthium wenzelii (Merr.) Merr., Psychotria danceri Urb., Ibadja A.Chev., Rosa immitis Déségl., Draba amplexicaulis Franch., Monandrodendron klugii Mansf., 3075460, 3137991, 3145244, 3145887, Monanthotaxis le-testui var. hallei (Le Thomas) Le Thomas, 3164317, Rollinia pickelii Diels, Myrceugenia euosma var. oblongata Mattos, Myrceugenia rufa (Colla) Skottsb., 3175855, Heterura Hodgson, 1845, Cosmorrhipis Simon, 1919, 3250546, Platyphyllum Lindström, 1883, 3271990, 3282769, Microphiale incolorella (Nyl.) Zahlbr., Calanthe liukiuensis Schltr., Hymenula fumosellina Starbäck, Lichen mesentericus J.F.Gmel., Eriochilus dilatatus subsp. orientalis Hopper & A.P.Br., Comatricha tenerrima var. tenerrima (M.A. Curtis) G. Lister, 2795912, Mycolindtneria trachyspora (Bourdot & Galzin) Rauschert, 3222278, Quercus ×fournieri Trel., 445190, Plasmodiophora maritima Feldm.-Maz., Carex marcida Boott, 453920, 3112404, 3235067, 2737580, 286044, 3227934, 3112405, 371698, Ptilostemon echinocephalus (Willd.) Greuter, 2824700, Calorophus minor Hook.f., Laonastes Jenkins, Kilpatrick, Robinson & Timmins, 2005, 2628202, 257547, 345809, 2876657, Anthostomella phaeosticta (Berk.) Sacc., 3117598, 3215866, 3117600, Tegea Pranskevichius, 1973, 517174, 2665967, 442841, Geochelone nigrita Cisnerosheredia, 2006, 549001, Lagerheimia ciliata var. genevensis (Chodat) Playfair, 2940870, 2940871, 184234, Rosa systyla var. lanceolata Lindl., 480228, 262871, 339398, 405442, 324064, 432180, 2351021, 2642765, Caulerpa webbiana f. elegans Yamada & Tanaka, 1938, Encholirium piresianum L.B.Sm. & Read, 2478712, 3281141, Quercus laevis f. lineariloba Trel., 423518, Placolobium sumatranum Miq., 349199, Aeranthes africana J.Stewart, 2644137, 2834253, 254564, Crotalaria kasaiensis R.Wilczek, 90077, Caulacanthus ustulatus (Mert. ex Turner) Kütz., Caloneis bacillaris (W. Gregory) Cleve, Euphorbia rigens Sweet, Dactylanthes globosa Haw., Exostratum sullivantii (Dozy & Molk.) L.T.Ellis, Cirsium leucocephalum K.Koch, 1851, 393611, Mystacidium distichum var. grandifolium De Wild., 443500, Myceloblastanon montoyai (Castell.) M.Ota, Borrelia japonica Kawabata et al., 1994, 156652, 2511983, Crataegus antiplasta Sarg., Hygrophorus discoxanthus var. chrysaspis (Métrod) Bon, 2598899, Scirpus thunbergianus (Nees) Levyns, Bero Jordan & Starks, 1904, 2809479, 486702, 49119, Chamaecrista glaucofilix (H.S.Irwin & Barneby) H.S.Irwin & Barneby, Goodyera dolabripetala (Ames) Schltr., 2849565, Alnus ×badensis Láng ex Hagenb., Flustula Raf., Conophora (DC.) Nieuwl., 3237570, Centronella Billings, 1859, Kitasatospora niigatensis, Eria buruensis J.J.Sm., Phyllobacterium myrsinacearum Knösel, 1984, Rhinoplocephalus pallidiceps (Günther, 1858), Gorgonellidae, Euphorbia mosana Lej., 233591, 69159, 3095839, Eriocaulon fluviatile Trimen, 149485, 2440550, Vavanga Rohr, Calyptosporium D.M.Harwood & R.Gersonde, 1990, Hypochaeris brasiliensis (Less.) Benth. & Hook.fil. ex Griseb., 439869, Galatheammina microconcha Gooday & Tendal, 1988, Cladosporium peruamazonicum Matsush., Daedalea biennis (Bull.) Fr., Thamnoclonium spongioides J.Agardh, 1876, Megastomatohyla pellita (Duellman, 1968), 25027, Paecilomyces griseoviridis M.X.Dai, Hebeloma senescens Berk. & Broome, Achalinus Peters, 1869, Rubus argillaceus Sudre, Odontoglossum alexandrae var. cooksonii B.S.Williams & T.Moore, 203327, Apseudellidae, 542344, 68796, 375640, 20535, 20945, 52225, 14480, Puya ruiziana Mez, 104431, 247836, 346113, 192969, 106896, 107109, 333139, 56500, 336732, 50605, 336745, 336751, 336792, 336939, 53820, 53197, 49086, 54019, 54076, 333485, 206662, 38200, 216103, 124309, 486709, 549918, 87080, 349384, 176506, 234443, 234473, 467994, 60752, 474260, 466562, 467967, 104576, 32934, 125648, 491184, 18152, 538489, 456364, 117989, 148306, 546782, 60807, 60866, 60919, Microthelia vagans (Ellis & Everh.) Kuntze, 61039, 61075, 337296, 173377, 173598, 174418, 453813, 174057, 338047, 178928, 203139, 202643, 460093, 202820, 206970, 330819, 234327, 221371, 184201, 248893, 256274, 248911, 257572, 259093, 272021, 522543, 302158, 286103, 536680, 310982, 530586, 499757, 467605, 280938, 342063, 292579, 284625, 288184, 284142, 288841, 282369, 312491, 288928, 280304, 290206, 281386, 285974, 294028, 292274, 345826, 296426, 274799, 296204, 276340, 286753, 309616, 294990, 345834, 342108, 296217, 349431, 296361, 477041, 542780, 542555, 297679, 276506, 302801, 299188, 276555, 309861, 284389, 313785, 313589, 312936, 313597, 313304, 3309855, Amplariella rubescens f. annulorosea A.G.Parrot, 1966, 3309886, Synsporium biguttatum Preuss, Poromycena violacella (Speg.) Singer, 3309869, Scolecopeltis guettardae Henn., Paxina arctica (Nannf.) E.K.Cash, 314785, 3303497, 3301645, 3309835, Microphiale lacerata (Vain.) Arnold, 453904, Dermatea constipata Starbäck, Sphaeria vesicaria Fr., Lichen fluviaticus Hull, 317824, 319045, 318850, 317619, 468858, 322006, 350097, 322421, 325897, 325936, 329115, 497034, 325909, 321188, 341218, 324524, 326954, 321444, 326002, 328035, 328678, 329450, 323104, 323795, 341163, 327717, 537244, 332993, 332971, 349393, 332972, 343561, 536381, 358226, 358227, 355431, 356600, 357044, 358808, 358809, 356187, 368935, 356082, 369058, 354858, 368976, 358114, 368856, 359887, 353421, 354761, 355075, 369880, 355021, 370200, 370201, Syncephalidium penicillatum Badura, 382217, 385257, 379227, 382237, 382794, 383079, 379303, 547134, 406094, 448552, 541658, 448511, 387665, 392768, 391877, 396884, 400517, 404505, 424051, 443078, 439899, 541579, 423498, 423577, 406896, 400391, 409698, 433170, 433130, 537238, 479085, 503703, 524235, 500608, 514141, 514152, 514269, 518040, 518041, Cyperus niger subsp. elegantulus (Steud.) Lye, Pleioblastus Nakai, Sargocentron punctatissimus (Cuvier, 1829), Quercus lanuginosa var. faginea Nyman, Leucichthys johannae (Wagner, 1910), Quercus schulzei (Vuk.) Vuk., Caesioscorpis Whitley, 1945, 2364755, 2531666, Amparoina heteracantha Singer, Conocybe pilosella (Pers.) Kühner, 1935, Mespilus corallina Desf., Lewinella nigricans (Lewin,
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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.007 | 0.012 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.303 | 0.433 |
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".