Bibliographic record
Abstract
A dataset containing 768203 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (2759424, Ovidia Raf., 2787758, 2740140, 2780619, Cattleya gibeziae L.Linden & Rodigas, Gymnadenia ×schweinfurthii Hegelm. ex A.Kern., Dendrochilum parvipapillatum H.A.Pedersen, 2831709, Concocidium brachyandrum (Lindl.) Romowicz & Szlach., Acianthera brachiloba (Hoehne) Pridgeon & M.W.Chase, Porphyrellus sordidus (Frost) Snell, Guapeba semecarpifolia Pierre ex Duss, 3300189, 2890824, Relbunium noxium (A.St.-Hil.) K.Schum., Senecio stolzii Mattf., Senecio trilobus L., Senecio polelensis Hilliard, Jurinea Cass., Solanum macracanthum A.Rich., 2934922, Chamaecrista lavaradiiflora (Harms) H.S.Irwin & Barneby, Adenopodia uaupensis (Spruce ex Benth.) Brenan, Euchresta tubulosa var. longiracemosa (S.Lee & H.Q.Wen) C.Chen, Coprosma ×buchananii Kirk, Stachys sylvatica L., 2961229, 2927830, Rosa bergiana Almq., Draba persica Boiss., 3018773, Monadenium rhizophorum var. stoloniferum P.R.O.Bally, Triadica japonica (Siebold & Zucc.) Baill., Jatropha intercedens Pax, 3073211, 3096481, Anisocoma Torr. & A.Gray, Anisocoma acaulis Torr. & A.Gray, Athanasia trifurcata (L.) L., Senecio schubotzianus Muschl., Cymbopetalum longipes Benth. ex Diels, 3161020, 3161025, Talanelis Raf., Leidyomyces attenuatus (Leidy) Lichtw., M.M.White, Cafaro & J.K.Misra, 1999, Laryngosigma Loeblich & Tappan, 1953, Heteropedia simplex (Pascher) Pascher, Friedmanniella spumicola Maszenan et al., 1999, Longispora albida Matsumoto et al., 2003, Pontosphaera borealis Ostenfeld, Epoicotherium Simpson, 1927, Desulfovibrio Kluyver & van Niel, 1936, Folia Mayer, 1912, Oligoctenus Simon, 1888, Nemastoma Koch, 1836, 3227899, Cirsium ×celakovskianum Knaf, Gomphiulus, Weeksella Holmes et al., 1987, 3255669, Dacryopora Lang, 1914, Erlangea boranensis S.Moore, Senecio crocatus Rydb., 3246443, Kandaharia Alava, 3281118, 3281200, Dicaeoma solmsii Kuntze, Ovidia Meisn., Stegasphaeriaceae, Cereolus pileatus (Th. Fr.) Boistel, Ichthyophonus irregularis T.G.Rand, K.White, Cannone, Gutell, C.A.Murphy & M.A.Ragan, Calanthe yuksomnensis Lucksom, 3286405, 3286804, Lecanidion cyaneum Cooke, Sphaeria stenograpta Wallr., 3297433, Tomentellina isabellina Rick, Ascochytula populina (Sacc.) Servazzi, 3306103, Excipula nigrocincta Massee, 195412, 329669, Goosia melastomatis B.Song, Monocystaceae, 326351, 2860350, Tropiocolotes persicus Nikolsky, 1903, 3064334, 537846, Dryadella werneri Luer, 12645, 505665, Schistostephium microcephalum Baker, 114534, Myrmotherula erythrura P.L.Sclater, 1890, Brayopsis weberbaueri Gilg & Muschl., 2874424, Desmodium neurocarpum var. gracile Benth., 3095786, 2704542, 535346, Linanthus demissus (A.Gray) Greene, 537900, 2527340, Isistius Gill, 1865, Brandegea Cogn., Lycogala epidendrum var. exiguum (Morgan) Torrend, 1908, Calonemorchis paludosa (Hopper & A.P.Br.) Szlach. & Rutk., 171239, Gymnopis multiplicata Peters, 1874, 477941, 2444116, Chrysocoma Haan, 3249181, Rhogeessa mira LaVal, 1973, Exserohilum paspali J.J.Muchovej & Nesio, Pouteria chrysophylloides (Mart.) Radlk., 315428, 538280, 308202, 2806617, 464171, 223683, Calanthe caulescens J.J.Sm., 2416005, Runella Larkin & Williams, 1978, 2380836, 3228023, 23124, Polystictus cervinus (Schwein.) Cooke, Tragacantha gladiata (Boiss.) Kuntze, Phaeoisariopsis cassiae (Henn.) Arx, 84791, Neofuscelia neodelisei (Elix) Essl., Coryanthes lagunae Manara & Bergold, Anacamptis pyramidalis f. angistiloba Bréb., 343285, Aristea teretifolia Goldblatt & J.C.Manning, 2911257, Popowia diclina Sprague, Pilosella praemorsiformis (Sch.Bip.) F.W.Schultz & Sch.Bip., 97297, Myxomphalia invita (P.Karst.) M.M.Moser, Filariidae, 386105, Phyteuma crispum Pourr., 88372, Quercus nitidissima Trel., Lyophyllopsis A.V.Sathe & J.Daniel, 1981, 2536784, Phacelocarpus apodus J.Agardh, 1872, 526978, Solanum caripense var. pilosohirsutum Dunal, Eleutherodactylus racenisi Rivero, 1961, 94311, 498124, 210195, 3174151, 2745150, 3083641, 430739, 400177, 2645063, Costus allenii Maas, Nigroporus niger (Berk.) Ryvarden, Dieffenbachia horichii Croat & Grayum, Pseudoomphalina (Singer) Singer, 356967, 3005870, 253426, 2454013, Thelotrema perforatum var. pauciseptatum Purvis & P.James, Mapouria herbacea var. minor Müll.Arg., Draba sornborgeri Fernald, 2446509, 2453053, 2825905, 482662, 3255271, 3278360, 3278213, 427166, 385591, 391766, 408092, Dioscorea lasseriana Steyerm., 2665100, Sarothrodus amplecticollis Poey, 1868, Mimusops globosa C.F.Gaertn., Oplopomus Valenciennes, 1837, Polystachya pachychila Summerh., 148140, Commilobium polygalaeflorus Benth., Commilobium abruptum Moric., 59124, 3143244, 3186862, 292650, 3163453, 459996, Croton sirakii Siebold & Zucc., 343316, 189467, Artemisia badhysi Krasch. & Lincz. ex Poljakov, 1954, 457896, Guatteria guentheriana Diels, Geranium stramineum Triana & Planch., Encephalartos cycadis Sweet, 2804689, 3165225, 2520719, Aphanothece variabilis (J.Schiller) Komárek, 276418, Aporum anceps (Sw.) Lindl., Anthostomella livistonicola K.D.Hyde, 249909, Leptopelis anchietae (Bocage, 1873), 408280, Calanthe flava (Blume) C.Morren, Geranium subcaulescens var. minor Hausskn., Jamesonia Hook. & Grev., 506227, 3286754, Hyloscirtus chlorosteus (Reynolds & Foster, 1992), Aulomyrcia pallens var. ovata O.Berg, 2831727, Cylindrocapsa geminella Wolle, Turdus lawrencii Coues, 1880, Turdus celaenops Stejneger, 1887, 473773, 2596728, 2794105, Aeria Gistl, 1848, 2622965, Glossorhyncha dischorensis Schltr., 178673, 178709, Iodosphaeriaceae, Crassicollidae, 218613, 65366, 72920, 74157, Hemidiniaceae, Protaspidaceae, Calciodinellaceae F. J. R. Taylor, 1987, 492736, 491110, 19700, Lepetellidae, 15571, 221088, 250708, 123202, 348717, 257496, 155452, 223588, 31844, 13799, 47261, 146477, 55797, 32156, 32190, 122019, 122020, 34749, 129734, 66518, 136104, 136156, 65406, 40763, 53845, 129714, 44264, 105003, 104842, 198836, 159117, 166989, 157881, 46927, 198720, 198775, 48299, 234490, 255232, 336490, 336505, 336512, 336522, 336550, 336578, 51470, 20167, 20174, 463350, 208759, 56589, 92573, 244918, 31319, 63523, 149420, 149469, 241796, 186610, Basilocula lauricola Bubák, 57537, 241804, 92609, 233278, 149530, 31405, 64904, 66613, 17991, 67652, 165884, 67256, 73130, 73131, 198929, 38050, 206500, 246613, 79575, 349183, 246614, 339960, 244806, 78672, 78145, 78154, 339462, 83091, 86678, 86863, 333939, 86637, 541070, 91094, 197345, 329553, 524547, 92293, 221447, 221315, 232828, 221458, 259021, 232830, 252895, 175896, 530182, 373158, 374135, 459211, 37307, 111201, 115932, 115933, 155994, 457963, 1800, 127880, 331625, 137425, 164641, 346230, 348762, 155762, 346250, 347905, 491302, 374581, 487906, 374859, 132224, 340636, 144230, 90180, 120769, 90184, 155246, 141418, Macrophoma alaterni Sacc., 336222, 141007, 210016, 197451, 216127, 546826, 147007, 60680, 459692, 456620, 457589, 157313, 157314, 273840, 207279, 207375, 146693, 162511, 337567, 217130, 169196, 92848, 210428, 210674, 158684, 456906, 456907, 241202, 459444, 210549, 62337, 100129, 23330, 23203, 338950, 339330, 204931, 205481, 370942, 351241, 89934, Malacopsyllidae, 210995, 39155, 259045, 259323, 271320, 232412, 251795, 260958, 220727, 230131, 252685, 227743, 224657, 229595, 239677, 226016, 229605, 232495, 265095, 264141, 333903, 268283, 221976, 489217, 270018, 142071, 285258, 285260, 285924, 292136, 276220, 278377, 301126, 281684, 276391, 283741, 299551, 285359, 284335, 304918, 454236, 303219, 326854, 323929, 370487, 351610, 359511, 359512, 359513, 369294, 355868, 364487, 366143, 356984, 363946, 368637, 369131, 380319, 381117, 381045, 382511, 380480, 476017, 382213, 386448, 381149, 379986, 460743, 404176, 404178, 404180, 418082, 408095, 405313, 405835, 405819, 406049, 414945, 450036, 427022, 417726, 417863, 425014, 436504, 445804, 472391, 420947, 548089, 398087, 486304, 482900, 479510, 480024, 483916, 484699, 483063, 537740, 486303, 480486, 485410, 486328, 479139, 483095, 537716, 480335, 500456, 513624, 504365, 508813, 508439, 524462, 503685, 508080, Cytosporina brunnea Sacc. & P.Syd., 1899, 2780895, 2622493, Marquetia Reichenbach, 1862, Caloneis silicula (Ehrenb.) Cleve, 2378971, Tilapia monodi Daget, 1954, Lepidotrigla umbrosa Ogilby, 1910, 2500984, Microthelia arundinariae (Ellis & Everh.) Kuntze, Cephaelis rigidifolia Dwyer & M.V.Hayden, Tetraroge darnleyensis Alleyne & Macleay, 1877, Myripristis aulacodes Randall & Greenfield, 1996, 2432264, Lycodapus parviceps Gilbert, 1896, Hohenbergia disjuncta L.B.Sm., 2356213, 2480752, Alberta isosepala Baker, 2479343, 2816169, Leptocephalus ophichthoides D'Ancona, 1928, Bathycongrus roosendaali (Weber & de Beaufort, 1916), Rosa scaniana Crép., 2342237, Quercus ellipsoidalis f. heterophylla Trel., Quercus ellipsoidalis var. kaposianensis J.W.Moore, 2732191, Arius intermedius (Vinciguerra, 1881), 3013373, 2620979, 2673321, Atrichum obtusulum (Müll.Hal.) A.Jaeger, Anolis santamartae Williams, 1982, 2432866, Seychellea hectori Smith, 1957, Gobius gobioides Ogilby, 1886, Rasbora volzii Popta, 1905, Rhinogobius decoratus Herre, 1927, Acentrogobius simplex (Sauvage, 1880), 2451874, 2934892, Hedyotis cinereoviridis Thwaites, 2869845, 2675759, Meliphaga albilineata (H.L.White, 1917), Boiga multifasciata (Blyth, 1861), Coradion Kaup, 1860, 2457919, 2629897, Lophiophora Schrammen, 1924, Astrocladiidae, Roldana angulifolia (DC.) H.Rob. & Brettell, Rubus villarsianus Focke, 1870, Stactolaema olivacea (Shelley, 1880), Drechslera nobleae McKenzie & D.Matthews, Polyblastia addubitans (Stirt.) Wheldon & A.Wilson, 2866318, Rosa continens Matsson, Codinaea fertilis S.Hughes & W.B.Kendr., Solanum pulverulentifolium K.E.Roe, Cryptocoryne longispatha Merr., Pomacentrus analigutta Gill, 1862, Liza richardsoni (Smith, 1846), Scopelosaurus smithii Bean, 1925, 2694130, 3236588, Nidularium pulverulentum É
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 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.252 | 0.384 |
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".