Bibliographic record
Abstract
A dataset containing 1590531 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Urtica longispica Killip, Urtica macbridei Killip, Urtica magellanica A.Juss. ex Poir., Urtica mexicana Liebm., Urtica minutifolia Griseb., Urtica peruviana Geltman, Urtica pseudomagellanica Geltman, Urtica spatulata Sm., Urtica spirealis Blume, Urtica subincisa Benth., Urtica trichantha (Wedd.) Acevedo & Navás, Urtica urentivelutina Weigend, Utleya costaricensis Wilbur & Luteyn, Utricularia alpina Jacq., Utricularia amethystina Salzm. ex A.St.-Hil. & Girard, Utricularia asplundii P.Taylor, Utricularia aurea Lour., Utricularia ×australis R.Br., Utricularia biloba R.Br., Utricularia cucullata A.St.-Hil. & Girard, Utricularia endresii Rchb.fil., Utricularia flaccida A.DC., Utricularia geminiloba Benj., Utricularia geminiscapa Benj., Utricularia gibba L., Utricularia huntii P.Taylor, Utricularia inflata Walter, Utricularia intermedia Hayne, Utricularia leptoplectra F.Muell., Utricularia longifolia Gardner, Utricularia macrorhiza Leconte, Utricularia minor L., Utricularia myriocista A.St.-Hil. & Girard, Utricularia nelumbifolia Gardner, Utricularia neottioides A.St.-Hil. & Girard, Utricularia nephrophylla Benj., Utricularia olivacea C.Wright ex Griseb., Utricularia oliveriana Steyerm., Utricularia praelonga A.St.-Hil. & Girard, Utricularia reniformis A.St.-Hil., Utricularia resupinata B.D.Greene ex Hitchc., Utricularia subulata L., Utricularia tricolor A.St.-Hil., Utricularia triloba Benj., Utricularia vulgaris L., Vaccinium poasanum Donn.Sm., Vachellia bravoensis (Isely) Seigler & Ebinger, Vachellia campechiana (Mill.) Seigler & Ebinger, Vachellia caven (Molina) Seigler & Ebinger, Vachellia choriophylla (Benth.) Seigler & Ebinger, Vachellia collinsii (Saff.) Seigler & Ebinger, Vachellia constricta (Benth.) Seigler & Ebinger, Vachellia cornigera (L.) Seigler & Ebinger, Vachellia cucuyo (Barneby & Zanoni) Seigler & Ebinger, Vachellia farnesiana (L.) Wight & Arn., Vachellia leucophloea (Roxb.) Maslin, Seigler & Ebinger, Vachellia macracantha (Humb. & Bonpl. ex Willd.) Seigler & Ebinger, Vachellia melanoceras (Beurl.) Seigler & Ebinger, Vachellia oviedoensis (R.Garcia & M.M.Mejía) Seigler & Ebinger, Vachellia pennatula (Schltdl. & Cham.) Seigler & Ebinger, Vachellia rigidula (Benth.) Seigler & Ebinger, Vachellia schaffneri (S.Watson) Seigler & Ebinger, Vachellia schottii (Torr.) Seigler & Ebinger, Vachellia sphaerocephala (Schltdl. & Cham.) Seigler & Ebinger, Vachellia tortuosa (L.) Seigler & Ebinger, Vachellia vernicosa (Britton & Rose) Seigler & Ebinger, Valeriana adscendens Turcz., Valeriana albonervata B.L.Rob. ex Seaton, Valeriana apiifolia A.Gray ex S.Watson, Valeriana arborea Killip & Cuatrec., Valeriana aretioides Kunth, Valeriana barbareifolia M.Martens & Galeotti, Valeriana boelckei Rossow, Valeriana bracteata Benth., Valeriana bracteosa Phil., Valeriana bridgesii Hook. & Arn., Valeriana bryophila Barrie, Valeriana L., Valeriana candolleana Gardner, Valeriana carnosa Sm., Valeriana ceratophylla Kunth, Valeriana chaerophylloides Sm., Valeriana chilensis Borsini, Valeriana clarionifolia Phil., Valeriana clematitis Kunth, Valeriana coarctata Ruiz & Pav., Valeriana connata Ruiz & Pav., Valeriana convallarioides (Schmale) B.B.Larsen, Valeriana crispa Ruiz & Pav., Valeriana decussata Ruiz & Pav., Valeriana densiflora Benth., Valeriana edulis Torr. & A.Gray, Valeriana effusa Griseb., Valeriana fonkii Phil., Valeriana gallinae Barrie, Valeriana gracilipes Clos, Valeriana grandifolia Phil., Valeriana hebecarpa DC., Valeriana henrici (Graebn.) B.Eriksen, Valeriana hirtella Kunth, Valeriana hornschuchiana Walp., Valeriana interrupta Ruiz & Pav., Valeriana lapathifolia Vahl, Valeriana laurifolia Kunth, Valeriana laxiflora DC., Valeriana lepidota Clos, Valeriana leucocarpa DC., Valeriana lobata (Hook. & Arn.) Höck, Valeriana longiflora Willk., Valeriana macrorhiza Poepp. ex DC., Valeriana L., Valeriana mexicana DC., Valeriana microphylla Kunth, Valeriana moyanoi Speg., Valeriana naidae Barrie, Valeriana niphobia Briq., Valeriana nivalis Wedd., Valeriana palmeri A.Gray ex S.Watson, Valeriana papilla Bertero ex DC., Valeriana parviflora (Trevis.) Höck, Valeriana philippiana Briq., Valeriana phylicoides (Turcz.) Briq., Valeriana pilosa Ruiz & Pav., Valeriana pilosiuscula M.Martens & Galeotti, Valeriana pinnatifida Ruiz & Pav., Valeriana plantaginea Kunth, Valeriana polemoniifolia Phil., Valeriana polemonioides Kunth, Valeriana polybotrya (Griseb.) Höck, Valeriana polystachya Sm., Valeriana prionophylla Standl., Valeriana procera Kunth, Valeriana pulchella M.Martens & Galeotti, Valeriana pycnantha A.Gray, Valeriana pyramidalis Kunth, Valeriana radicalis Clos, Valeriana retrorsa Fernald, Valeriana rigida Ruiz & Pav., Valeriana robertianifolia Briq., Valeriana rosaliana F.G.Mey., Valeriana rumicoides Wedd., Valeriana rzedowskiorum Barrie, Valeriana scandens Loefl. ex L., Valeriana secunda B.Eriksen, Valeriana selerorum Graebn. & Loes., Valeriana serratifolia J.M.Acosta, L.Salomón & C.A.Zanotti, Valeriana sorbifolia Kunth, Valeriana stenophylla Killip, Valeriana stricta Clos, Valeriana stuckertii Briq, Valeriana subincisa Benth., Valeriana tachirensis Xena, Valeriana tanacetifolia F.G.Mey., Valeriana tatamana Killip, Valeriana texana Steyerm., Valeriana tomentosa Kunth, Valeriana triphylla Kunth, Valeriana urticifolia Kunth, Valeriana vaga Clos, Valeriana verticillata Clos, Valeriana virescens Clos, Vallesia antillana Woodson, Vanhouttea brueggeri Chautems, Vanhouttea calcarata Lem., Vanhouttea fruticulosa (Glaziou ex Hoehne) Chautems, Vanhouttea gardneri (Hook.) Fritsch, Vanhouttea hilariana Chautems, Vanhouttea lanata Fritsch, Vanhouttea leonii Chautems, Vanhouttea pendula Chautems, Vargasiella peruviana C.Schweinf., Varronia bonplandii Desv., Varronia bullata L., Varronia discolor (Cham.) Borhidi, Varronia glandulosa (Fresen.) Borhidi, Varronia P.Browne, Varronia guanacastensis (Standl.) J.S.Mill., Varronia harleyi (Taroda) J.S.Mill., Varronia inermis (Mill.) Borhidi, Varronia leucocephala (Moric.) J.S.Mill., Varronia leucomalloides (Taroda) J.S.Mill., Varronia mayoi (Taroda) M.Stapf, Varronia multispicata (Cham.) Borhidi, Varronia sessilifolia (Cham.) Borhidi, Varronia striata (Fresen.) Borhidi, Varronia tarodaea J.S.Mill., Vasconcellea candicans (A.Gray) A.DC., Vasconcellea cauliflora (Jacq.) A.DC., Vasconcellea chilensis Planch., Vasconcellea crassipetala (V.M.Badillo) V.M.Badillo, Vasconcellea cundinamarcensis V.M.Badillo, Vasconcellea glandulosa A.DC., Vasconcellea goudotiana Triana & Planch., Vasconcellea horovitziana (V.M.Badillo) V.M.Badillo, Vasconcellea longiflora (V.M.Badillo) V.M.Badillo, Vasconcellea microcarpa (Jacq.) A.DC., Vasconcellea monoica (Desf.) A.DC., Vasconcellea omnilingua (V.M.Badillo) V.M.Badillo, Vasconcellea palandensis (V.M.Badillo, Van den Eynden & Van Damme) V.M.Badillo, Vasconcellea parviflora A.DC., Vasconcellea pulchra (V.M.Badillo) V.M.Badillo, Vasconcellea quercifolia A.St.-Hil., Vasconcellea sphaerocarpa (Garcia-Barr. & Hern.Cam.) V.M.Badillo, Vasconcellea sprucei (V.M.Badillo) V.M.Badillo, Vasconcellea stipulata (V.M.Badillo) V.M.Badillo, Vasconcellea weberbaueri (Harms) V.M.Badillo, Vasqueziella boliviana Dodson, Vassobia breviflora (Sendtn.) Hunz., Vassobia dichotoma (Rusby) Bitter, Vatairea erythrocarpa (Ducke) Ducke, Vatairea fusca (Ducke) Ducke, Vatairea guianensis Aubl., Vatairea heteroptera (Allemão) Ducke ex Assis-Iglesias, Vatairea lundellii (Standl.) Killip, Vatairea macrocarpa (Benth.) Ducke, Vatairea paraensis Ducke, Vatairea sericea (Ducke) Ducke, Vataireopsis araroba (Aguiar) Ducke, Vataireopsis iglesiasii Ducke, Vataireopsis speciosa Ducke, Vataireopsis surinamensis H.C.Lima, Vellozia abietina Mart., Vellozia alata L.B.Sm., Vellozia albiflora Pohl, Vellozia albohexandra Mello-Silva ex Andr.Cabral & Magri, Vellozia aloifolia Mart., Vellozia andina Ibisch, R.Vásquez & Nowicki, Vellozia armata Mello-Silva, Vellozia auriculata Mello-Silva & N.L.Menezes, Vellozia barbata Goethart & Henrard, Vellozia bradei Schulze-Menz, Vellozia brevifolia Seub., Vellozia breviscapa Mart., Vellozia burle-marxii L.B.Sm. & Ayensu, Vellozia caespitosa L.B.Sm. & Ayensu, Vellozia candida J.C.Mikan, Vellozia canelinha Mello-Silva, Vellozia Vand., Vellozia caruncularis Mart. ex Seub., Vellozia caudata Mello-Silva, Vellozia ciliata L.B.Sm., Vellozia compacta Mart., Vellozia crinita Goethart & Henrard, Vellozia cryptantha Seub., Vellozia dasypus Seub., Vellozia declinans Goethart & Henrard, Vellozia epidendroides Mart., Vellozia exilis Goethart & Henrard, Vellozia froesii L.B.Sm., Vellozia furcata L.B.Sm. & Ayensu, Vellozia geotegens L.B.Sm. & Ayensu, Vellozia gigantea N.L.Menezes & Mello-Silva, Vellozia giuliettiae N.L.Menezes & Mello-Silva, Vellozia glabra J.C.Mikan, Vellozia glauca Pohl, Vellozia goiasensis L.B.Sm., Vellozia graminea Pohl, Vellozia graomogolensis L.B.Sm., Vellozia hatschbachii L.B.Sm. & Ayensu, Vellozia hemisphaerica Seub., Vellozia hirsuta Goethart & Henrard, Vellozia intermedia Seub., Vellozia jolyi L.B.Sm., Vellozia luteola Mello-Silva & N.L.Menezes, Vellozia marcescens L.B.Sm., Vellozia maxillarioides L.B.Sm., Vellozia metzgerae L.B.Sm., Vellozia minima Pohl, Vellozia nanuzae L.B.Sm. & Ayensu, Vellozia nivea L.B.Sm. & Ayensu, Vellozia obtecta Mello-Silva, Vellozia ornata Mart., Vellozia patens L.B.Sm. & Ayensu, Vellozia peripherica Mello-Silva, Vellozia plicata Mart., Vellozia prolifera Mello-Silva, Vellozia punctulata Seub., Vellozia religiosa Mello-Silva & D.Sasaki, Vellozia resinosa Mart., Vellozia scoparia Goethart & Henrard, Vellozia sellowii Seub., Vellozia sem
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 | 0.007 | 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) | 0.222 | 0.350 |
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".