Bibliographic record
Abstract
A dataset containing 310903 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Dacrydium pierrei Hickel, Vulpia ciliata Dumort., Vulpia bromoides (L.) Gray, Phragmites communis Trin., Monroa squarrosa (Nutt.) Torr., Calamus faberi Becc., Calamus simplicifolius C.F.Wei, Iris chinensis Curtis, Canna edulis Ker Gawl., Betula platyphylla Sukaczev, Betula albosinensis Burkill, Betula tortuosa Ledeb., Lithocarpus jingdongensis Y.C.Hsu & H.J.Qian, Castanopsis hystrix Miq., Leucothoe racemosa (L.) A.Gray, Lonicera chrysantha Turcz. ex Ledeb., Polygonum hydropiper Lour., Messerschmidia sibirica (L.) L., Pterodon pubescens (Benth.) Benth., Astragalus tanguticus Batalin, Oxytropis filiformis DC., Lotus scoparius (Torr. & A.Gray) Ottley, Lotus wrightii (A.Gray) Greene, Swartzia dolichopoda R.S.Cowan, Millettia oosperma Dunn, Lathyrus maritimus Bigelow, Inga brevialata Ducke, Inga leiocalycina Benth., Dioclea megacarpa Rolfe, Pyrus amygdaliformis Vill., Photinia melanocarpa (Michx.) K.R.Robertson & J.B.Phipps, Potentilla bifurca L., Potentilla parvifolia Fisch. ex Lehm., Potentilla glabra G.Lodd., Potentilla peduncularis D.Don, Potentilla fruticosa Hook.f., Potentilla dahurica G.Don, Amygdalus triloba (Lindl.) Ricker, Amygdalus mongolica (Maxim.) Ricker, Sapium sebiferum (L.) Dum.Cours., Sapium rotundifolium Hemsl., Ceratoides latens Reveal & N.H.Holmgren, Kochia prostrata (L.) Schrad., Arenaria fendleri A.Gray, Eupatorium odoratum Walter, Cacalia hastata L., Wedelia prostrata Hemsl., Echinops latifolius Tausch, Aster sericeus (Less.) Nees, Chamaemelum mixtum (L.) All., Cassinia vauvilliersii Hook.fil., Saussurea glomerata Poir., Adenophora wawreana Zahlbr., Glaux maritima L., Hebe ×franciscana (Eastw.) Souster, Eugenia caudata King, Eugenia stapfiana King, Thecaphora viciae-amoenae Y.Harada, Deidamia clematoides (C.H.Wright) Harms, Ilex franchetiana Loes., Ilex ciliospinosa Loes., Collophora utilis Mart., Wrightia tomentosa (Roxb.) Roem. & Schult., Buchanania lanzan Spreng., Dombeya mukole Sprague, Sterculia colorata Roxb., Syringa pekinensis Rupr., Hebe subalpina (Cockayne) Cockayne, Myrica nana A.Chev., Ficus gibbosa Blume, Streblus taxoides (B.Heyne ex Roth) Kurz, Streblus ilicifolius (Kurz) Corner, Aphania rubra (Roxb.) Radlk., Allophylus varians Craib, Tripterygium hypoglaucum (H.Lév.) Hutch., Tontelea richardii (Peyr.) A.C.Sm., Salix flavida Y.L.Chang & A.K.Skvortsov, Salix linearistipularis K.S.Hao, Salix siuzevii Seemen, Capparis pachaca Kunth, Capparis odoratissima Jacq., Thymus kitagawianus Tscherneva, 1972, Pereskia guamacho F.A.C.Weber, Protea nitida (H.Buek ex Meisn.) Kuntze, Helicia artocarpoides Elmer, Protea bracteolaris Poir., Polygonum sibiricum Laxm., Cordia scabrida Mart. ex Fresen., Struthiopteris eburnea (Christ) Ching, Markhamia platycalyx (Baker) Sprague, Nectandra ambigens (S.F.Blake) C.K.Allen, Nectandra purpurea (Ruiz & Pav.) Mez, Sedum sediforme (Jacq.) Pau, Engelhardtia chrysolepis Hance, Gentiana farreri Balf.fil., Hebe hectorii (Hook.fil.) Cockayne & Allan, Michelia balansae (A.DC.) Dandy, Michelia nilagirica Zenker, Michelia mediocris Dandy, Michelia macclurei Dandy, Michelia floribunda Finet & Gagnep., Agrostis matsumurae Hack. ex Honda, Xanthium sibiricum Patrin ex Widder, Melandrium apetalum (L.) Fenzl, Lycopodium cernuum L., Andromeda glaucophylla Link, Salix koreensis Andersson, Trema orientalis (L.) Blume, Ulmus japonica (Rehder) Sarg., Ficus hirta Vahl, Acer mono Maxim., Osyris wightiana Wall. ex Wight, Maytenus hookeri Loes., Populus davidiana Dode, Salix dunnii C.K.Schneid., Populus purdomii Rehder, Salix wallichiana Andersson, Arenaria kansuensis Maxim., Abelia biflora Turcz., Ventilago calyculata Tul., Pomaderris ferruginea Sieber ex DC., Delphinium caeruleum Jacquem., Anemone demissa Hook.fil. & Thomson, Opuntia lagopus K.Schum., Byrsonima crassa Nied., Protium neglectum Swart, Hakea obliqua G.Lodd., Grevillea speciosa (Knight) McGill., Polygonum macrophyllum D.Don, Ampelopsis sinica (Miq.) W.T.Wang, Lappula semiglabra (Ledeb.) Gürke, Blechnum orientale L., Tabebuia ochracea (Cham.) Standl., Phlomis umbrosa Turcz., Phlomis mongolica Turcz., Clerodendrum viscosum Vent., Lamiophlomis rotata (Benth. ex Hook.f.) Kudô, Mentha haplocalyx Briq., Schizonepeta multifida (L.) Briq., Vitex spongiocarpa Ducke, Vitex quinata Druce, 1917, Nemopanthus mucronata (L.) Trel., Myricaria elegans Royle, Symplocos lanceolata (Mart.) A.DC., Swida walteri (Wangerin) Soják, Dendrobenthamia capitata (Wall.) Hutch., Swida bretschneideri (L.Henry) Soják, Fraxinus rhynchophylla Hance, Rhododendron polyraphidoideum P.C.Tam, Gaultheria forrestii Diels, Clethra cavaleriei H.Lév., Rapanea neriifolia (Siebold & Zucc.) Mez, Rapanea kwangsiensis E.Walker, Helianthemum grandiflorum (Scop.) DC., Veronica dahurica Steven, Dalbergia sissoo Roxb., 1814, Eucalyptus diversifolia Woolls, Elymus trachycaulus (A.Nelson) Á.Löve, Silene gallica Ten., Hydrocotyle vulgaris Bory ex A.Rich., Phryganocydia corymbosa (Vent.) Bureau ex K.Schum., Rosa ×multiflora Wrede ex Rössig, Celtis australis A.Rich., Schleichera oleosa (Lour.) Merr., Quercus aliena J.-G.Jack, Pinus cembra Thunb., Psychotria rubra (Lour.) Poir., Ulmus macrocarpa W.C.Cheng, Carex acuta Darling., Euscaphis japonica (Thunb.) Dippel, Marmoritis pharica (Prain) H.W.Li, 1993, Parkia panurensis Benth., Cimicifuga dahurica (Turcz. ex Fisch. & C.A.Mey.) Maxim., Deutzia hamata Koehne ex Gilg & Loes., Deyeuxia arundinacea (L.) Jansen, Artemisia campestris Scop. ex Steud., Diospyros embryopteris Blanco, 1845, Schima noronhae Reinw., Eucalyptus viminalis Hook., Symplocos laurina Wall. ex G.Don, Sophora moorcroftiana Benth., Cinnamomum zeylanicum Breyn., Hicriopteris glauca (Thunb.) H.St.John, Artemisia scoparia Maxim., 1859, Rubia peregrina Murith, Prunus armeniaca Thunb., Canarium album (Lour.) Raeusch. ex DC., Sterculia alata Blanco, Ceratoides compacta (Losinsk.) C.P.Tsien & C.G.Ma, Vicia hybrida Huds., Dryas integrifolia C.A.Mey. ex Juz., Pisonia umbellifera Seem. ex Nadeaud, Pterospermum stapfianum Ridl., Chloris virgata P.Durand, Amygdalus pedunculata Bunge, Polyalthia longifolia Benth. & Hook.f., Agave micracantha Baker, Carex riparia Moench ex Steud., Helichrysum apiculatum (Labill.) DC., Plantago coronopus Bertol., Eucalyptus calophylla Lindl., Bromus inermis Steven, Gnaphalium affine d'Urv., Ardisia elliptica Bedd., Crataegus monogyna Hayek, Ormosia henryi Hemsl. & E.H.Wilson, Salix rubens J.Presl & C.Presl, Senecio jacobaea D.Don, Cinnamomum camphora (L.) Nees & Eberm., Poa indattenuata Keng ex Keng f. & G.Q.Song, Pseudocercospora toonae-ciliatae U.Braun, Lonicera japonica Andrews, Machaeranthera canescens D.C.Eaton, Lagerstroemia speciosa DC., Quisqualis indica Blanco, Hedysarum fruticosum Hablitz, Calamintha nepeta Willk., Hakea cucullata Sweet, 1826, Pseudocercospora cordiae-alliodorae U.Braun & Urtiaga, Cardamine hirsuta Pall. ex DC., 1821, Schoenus nigricans Hoppe, Serratula centauroides L., Ledum palustre Michx., Cryptomeria fortunei Otto & A.Dietr., Celtis sinensis Dunn & Tutcher, Cornus sanguinea Thunb., Populus canadensis Foug., Kobresia bellardii (All.) K.Koch, Dillenia excelsa (Jack) Gilg, Impatiens noli-tangere Michx., Vochysia ferruginea Standl., 1924, Picea abies Degen, Anabasis salsa (C.A.Mey.) Paulsen, Rhamnus crenata Siebold & Zucc., Chenopodium graveolens Lag. & Rodr., Epilobium hirsutum Huds., Spiraea pubescens Cav., Artemisia japonica Kitam., 1940, Crataegus cuneata Halácsy, Astilbe chinensis (Maxim.) Franch. & Sav., Astragalus dahuricus Koch, Ononis spinosa Cav., Daucus carota Mill., 1768, Hebe cockayneana (Cheeseman) Cockayne & Allan, Elytrigia repens (L.) Desv., Pinus pinea Hablitz, Ehretia macrophylla Baker, Banksia oblongifolia G.Lodd., Dendrobenthamia japonica (Siebold & Zucc.) Hutch., Dillenia indica Blanco, Cercospora conyzae-canadensis Bakhshi, Arzanlou, Babai-ahari, Crous & U.Braun, Sanguisorba minor Bertol., Hieracium acuminatum Vuk., Arctostaphylos alpina Payot, Poa pratensis Pollich, 1776, Myrsine ferruginea (Ruiz & Pav.) Spreng., Cerasus tomentosa (Thunb.) Wall. ex T.T.Yu & C.L.Li, Veronica incana F.W.Schmidt, Evodia trichotoma (Lour.) Pierre, Salix repens Pursh, Corylus avellana Thunb., 1784, Mimosa lanuginosa Glaz., Quercus robur Asso, 1779, Populus ×euramericana (Dode) Guinier ex Piccaroli, 1953, Rhinanthus angustifolius C.C.Gmel., Hyeronima alchorneoides Allemão, Ulmus glabra Mill., Quercus prinus M.A.Curtis, Plantago maritima W.P.C.Barton, Eucalyptus robusta (Crawford, 1914) Crawford, 1914, Hebe pauciflora G.Simpson & J.S.Thomson, Oxytropis gracillima Bunge, Eragrostis mexicana Pulle, 1906, Avena fatua Viv., 1824, Hebe pauciramosa (Cockayne & Allan) L.B.Moore, Eurya nitida Hieron., Caragana pygmaea Baker, Podocarpus imbricatus Blume, Millettia dielsiana Harms ex Diels, Salix herbacea Sol., Mussaenda pubescens Buch.-Ham., 1832, Crepis sancta (L.) Babc., Juniperus thurifera Bonpl. ex Endl., Salix alba Kern., Camellia japonica Champ., Lonicera caerulea Kit., Agropyron spicatum (Pursh) Rydberg, Erica arborea Brot., Photinia serrulata Franch. & Sav., Spiraea mongolica (Maxim.) Koehne, Polygonum viviparum L., Annona squamosa Delile, Carex hirta Oeder, Millettia nitida (Benth.) R.Geesink, Inga coriacea G.Don, Prunus humilis L., Lonchocarpus latifolius (Willd.) Kunth, Cedrela odorata Cham. & Schltdl., Ficus macrophylla Hort.Berol. ex Kunth & C.D.Bouché, 1846, Pinus rigida Porcher, Armeniaca sibirica (L.) Pers., Manilkara huberi (Ducke) A.Chev., Wrightia pubescens Roth, Quercus suber Kotschy, 1862, Carex oederi Willk., Festuca arundinacea Vill., Stipa humilis Brot., Ardisia punctata Jack, 1824, Muhlenbergia wrightii Vasey, 1886, Vigna sinensis (L.) Savi ex Hassk., Festuca pratensis (Honck.), 1782, Rosa xanthina Crép., Juglans mandshurica Miq., Salix ×ciner
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 | 0.006 | 0.010 |
| 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) | 0.215 | 0.339 |
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".