Bibliographic record
Abstract
A dataset containing 5654807 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Epilobium anagallidifolium Lam., Epilobium arcticum Sam., Epilobium davuricum Fisch. ex Hornem., Epilobium palustre L., Epilobium suffruticosum Nutt. ex Torr. & A.Gray, Epipremnum pinnatum (L.) Engl., Epirixanthes kinabaluensis T.Wendt, Episcia cupreata (Hook.fil.) Hanst., Episcia fimbriata Fritsch, Episcia lilacina Hanst., Episcia sphalera Leeuwenb., Eragrostiella leioptera (Stapf) Bor, Eragrostis biflora Hack., Eragrostis botryodes Clayton, Eragrostis humidicola Napper, Eragrostis lurida J.Presl, Eragrostis pastoensis (Kunth) Trin., Eragrostis soratensis Jedwabn., Eremoblastus caspicus Botsch., Eremocaulon asymmetricum (Soderstr. & Londoño) Londoño, Eremocaulon aureofimbriatum Soderstr. & Londoño, Eremospatha barendii Sunderl., Eremospatha cuspidata (G.Mann & H.Wendl.) H.Wendl., Eremospatha quinquecostulata Becc., Eremospatha tessmanniana Becc., Erianthecium bulbosum Parodi, Rhaphiolepis cavaleriei (H.Lév.) B.B.Liu & J.Wen, Rhaphiolepis malipoensis (K.C.Kuan) B.B.Liu & J.Wen, Rhaphiolepis seguinii (H.Lév.) B.B.Liu & J.Wen, Eriochloa distachya Kunth, Eriochloa montevidensis Griseb., Eriochloa nana Arriaga, Eriochloa setosa (A.Rich.) Hitchc., Eriocnema acaulis (Cham.) Triana, Eriocnema fulva Naudin, Eriolaena spectabilis (DC.) Planch. ex Mast., Eriolarynx lorentzii (Dammer) Hunz., Eriosema adamaouense Jacq.-Fél., Eriosema arachnoideum Verdc., Eriosema bojeri Benth. ex Baker, Eriosema flexuosum Staner, Eriosema longicalyx Grear, Eriosema longipedunculatum (Hochst. ex A.Rich.) Baker, Eriosema multiflorum B.L.Rob. ex Pringle, Eriosema pentaphyllum Harms, Eriosema pseudodistinctum Verdc., Eriosema pseudostolzii Verdc., Eriosema psiloblepharum Welw. ex Baker f., Eriosema pumilum Verdc., Eriosema rhodesicum R.E.Fr., Eriosema rhynchosioides Baker, Eriosema robinsonii Verdc., Eriosema robustum Baker, Eriosema tisserantii Staner & De Craene, Eriosema transvaalense C.H.Stirt., Eriosema vanderystii (De Wild.) Hauman, Eriosema verdickii De Wild., Eriotheca bahiensis M.C.Duarte & G.L.Esteves, Eriotheca crenulaticalyx A.Robyns, Eriotheca discolor (Kunth) A.Robyns, Eriotheca dolichopoda A.Robyns, Eriotheca estevesiae Carv.-Sobr., Eriotheca longipedicellata (Ducke) A.Robyns, Eriotheca obcordata A.Robyns & S.Nilsson, Eriotheca parvifolia (Mart. & Zucc.) A.Robyns, Eriotheca saxicola Carv.-Sobr., Erismadelphus sessilis Keay & Stafleu, Ernestia adenotricha L.Uribe, Ernestia maguirei Wurdack, Ernestia ovata Cogn., Ernestia quadriseta Berg ex Triana, Erodium chrysanthum L'Hér. ex DC., Erodium gaillardotii Boiss., Erodium hendrikii Alpinar, Erodium jahandiezianum Emb., Maire & Weiller, Erodium trichomanefolium L'Hér., Erucaria cakiloidea (DC.) O.E.Schulz, Erucaria ollivieri Maire, Erucastrum abyssinicum R.E.Fr., Erucastrum meruense Jonsell, Erysimum acrotonum Polatschek & Rech.f., Erysimum alaicum Novopokr. ex Nikitina, Erysimum belvederense Polatschek, Erysimum caespitosum DC., Erysimum cheiranthoides L., Erysimum crassicaule (Boiss.) Boiss., Erysimum cyaneum Popov, Erysimum deflexum Hook.f. & Thomson, Erysimum echinellum Hand.-Mazz., Erysimum ehrendorferi Polatschek, Erysimum elbrusense Boiss., Erysimum elymaiticum Mozaff., Erysimum ghaznicum Cullen & Rech.f., Erysimum griffithii (Hook.f. & Thomson) Jafri, Erysimum hajastanicum Wissjul. & Bordz., Erysimum hezarense Moazzeni, Erysimum hirschfeldioides Boiss. & Hausskn., Erysimum idae Polatschek, Erysimum ischnostylum Freyn & Sint. ex Freyn, Erysimum kamelinii D.A.German, Erysimum kerbabaevii Kurbanov & Gudkova, Erysimum krendlii Polatschek, Erysimum kurdicum Boiss. & Hausskn., Erysimum ledebourii D.A.German, Erysimum lilacinum Steinb., Erysimum lycaonicum (Hand.-Mazz.) Hub.-Mor., Erysimum macrostigma Boiss., Erysimum majellense Polatschek, Erysimum metlesicsii Polatschek, Erysimum mongolicum D.A.German, Erysimum naxense Snogerup, Erysimum pachycarpum Hook.f. & Thomson, Erysimum pseudopurpureum Polatschek, Erysimum salangense Polatschek & Rech.f., Erysimum serpentinicum Polatschek, Erysimum sintenisianum Bornm., Erysimum smyrnaeum Boiss. & Balansa, Erysimum spetae Polatschek, Erysimum stenophyllum Boiss. ex Polatschek, Erysimum szowitsianum Boiss., Erysimum vitellinum Popov, Erysimum wilczekianum Braun-Blanq. & Maire, Erythrina chiriquensis Krukoff, Erythrina droogmansiana De Wild. & T.Durand, Erythrina greenwayi Verdc., Erythrina haerdii Verdc., Erythrina hazomboay D.J.Du Puy & Labat, Erythrina huehuetenangensis Krukoff & Barneby, Erythrina oaxacana (Krukoff) Barneby, Erythrina perrieri R.Vig., Erythrina pudica Krukoff & Barneby, Erythrina sousae Krukoff & Barneby, Erythrina tahitensis Nadeaud, Erythrina tajumulcensis Krukoff & Barneby, Erythrina tholloniana Hua, Erythrina williamsii Krukoff & Barneby, Erythrophleum teysmannii (Kurz) Craib, Erythrostemon argentinus (Burkart) Gagnon & G.P.Lewis, Erythrostemon calycinus (Benth.) L.P.Queiroz, Erythrostemon coulterioides (Griseb.) Gagnon & G.P.Lewis, Erythrostemon nicaraguensis (G.P.Lewis) Gagnon & G.P.Lewis, Erythrostemon standleyi (Britton & Rose) Gagnon & G.P.Lewis, Eschweilera aguilarii S.A.Mori, Eschweilera alvimii S.A.Mori, Eschweilera neei S.A.Mori, Eschweilera rankiniae S.A.Mori, Eschweilera tetrapetala S.A.Mori, Espadaea amoena A.Rich., Eucalyptus arachnaea Brooker & Hopper, Eucalyptus balladoniensis Brooker, Eucalyptus communalis Brooker & Hopper, Eucalyptus distuberosa D.Nicolle, Eucalyptus effusa Brooker, Eucalyptus fergusonii R.T.Baker, Eucalyptus fraseri (Brooker) Brooker, Eucalyptus georgei Brooker & Blaxell, Eucalyptus impensa Brooker & Hopper, Eucalyptus insularis Brooker, Eucalyptus jutsonii Maiden, Eucalyptus ligulata Brooker, Eucalyptus mimica Brooker & Hopper, Eucalyptus rigidula Cambage & Blakely, Eucalyptus subangusta (Blakely) Brooker & Hopper, Eucalyptus wetarensis L.D.Pryor, Eucodonia verticillata (M.Martens & Galeotti) Wiehler, Eugeissona ambigua Becc., Eugeissona brachystachys Ridl., Eugeissona insignis Becc., Eugeissona utilis Becc., Eugenia abunan M.A.D.Souza & Sobral, Eugenia altissima Sobral & Faria, Eugenia arenosa Mattos, Eugenia azurensis O.Berg, Eugenia bahiensis DC., Eugenia binata Mazine & Sobral, Eugenia bissei Flickinger, Eugenia bojeri Baker, Eugenia burretii Flickinger, Eugenia caloneura Sobral & Rigueira, Eugenia capparidifolia DC., Eugenia catingiflora Griseb., Eugenia chiquitensis O.Berg, Eugenia cocosensis Barrie, Eugenia costatifructa Mazine, Eugenia crassa Sobral, Eugenia crassipetala J.Guého & A.J.Scott, Eugenia crenulata (Sw.) Willd., Eugenia cristaensis O.Berg, Eugenia cycloidea Urb., Eugenia dictyophylla Urb., Eugenia eggersii Kiaersk., Eugenia ekmanii (Urb.) Flickinger, Eugenia ellipsoidea Kiaersk., Eugenia excisa Urb., Eugenia excoriata O.Berg, Eugenia expansa Spring ex Mart., Eugenia farneyi Faria & Proença, Calycorectes langsdorffii O.Berg, Eugenia glandulosa Cambess., Eugenia goiapabana Sobral & Mazine, Eugenia grandissima Sobral, Mazine & E.A.D.Melo, Eugenia guanabarina (Mattos & D.Legrand) Giaretta & M.C.Souza, Eugenia hamiltonii (Mattos) Mattos, Eugenia handroi (Mattos) Mattos, Eugenia intermedia O.Berg, Eugenia inversa Sobral, Eugenia itajurensis Cambess., Eugenia joseramosii M.A.D.Souza & Scud., Eugenia kanakana N.Snow, Eugenia kerianthera M.A.D.Souza, Eugenia laeteviridis Urb., Eugenia lagoensis Kiaersk., Eugenia laruotteana Cambess., Eugenia ligustroides Urb., Eugenia lindahlii Urb. & Ekman, Eugenia lineata (Sw.) DC., Eugenia lineolata Urb. & Ekman, Eugenia lomensis Britton & P.Wilson, Eugenia longipetiolata Mattos, Eugenia longiracemosa Kiaersk., Eugenia lucens Alain, Eugenia macrobracteolata Mattos, Eugenia macrosperma DC., Eugenia maestrensis Urb., Eugenia magnisepala Bünger & Mazine, Eugenia malacantha D.Legrand, Eugenia martinellii (G.M.Barroso & M.Peron) Stadnik, D.K.D.Caldas & M.C.Souza, Eugenia mattosii D.Legrand, Eugenia membranifolia Nied., Eugenia mensurensis Urb., Eugenia naguana Urb., Eugenia neibensis (Alain), Eugenia neofasciculata Bennet, Eugenia neomyrtifolia Sobral, Eugenia neoriedeliana M.C.Souza & Giaretta, Eugenia nesiotica Standl., Eugenia orbiculata Lam., Myrcia pachyadenia (Urb. & Ekman) Z.Acosta & K.Samra, Eugenia pacifica Benth., Eugenia percincta Mc Vaugh, Eugenia petaloidea Giaretta & B.S.Amorim, Eugenia picardiae Krug & Urb., Eugenia piedraensis Urb., Eugenia piresiana Cambess., Eugenia pistaciifolia DC., Eugenia platyphylla O.Berg, Eugenia plicatocostata O.Berg, Eugenia pohliana DC., Eugenia pollicina J.Guého & A.J.Scott, Eugenia protenta Mc Vaugh, Eugenia pubicalyx Alain, Eugenia pyrifera Faria & Proença, Eugenia pyxidata (J.Guého & A.J.Scott) N.Snow, Eugenia rara Rigueira & Sobral, Eugenia regia Bünger & Sobral, Eugenia retinadenia C.Wright ex Sauvalle, Eugenia rigidifolia A.Rich., Eugenia rosea DC., Eugenia roseopetiolata N.Snow & Cable, Eugenia rotula Sobral, Eugenia ruschiana Bünger, Mazine & Stehmann, Eugenia salamensis Donn.Sm., Eugenia schottiana O.Berg, Eugenia sebastianopolitana (G.M.Barroso) Stadnik, D.K.D.Caldas & M.C.Souza, Eugenia sparsa S.Moore, Eugenia stenoxipha Urb., Eugenia subglomerata (Kuntze) Sobral, Eugenia tenuipedunculata Kiaersk., Eugenia torbeciana (Urb. & Ekman) Flickinger, Eugenia tuberculata (Kunth) DC., Eugenia unana Sobral, Eugenia varia Britton & P.Wilson, Eugenia vaughanii J.Guého & A.J.Scott, Eugenia vetula DC., Eugenia victorinii Alain, Eugenia walkerae Flickinger, Eugenia zuluensis Dümmer, Eulalia siamensis Bor, Euodia pubifolia T.G.Hartley, Euonymus bockii Loes. ex Diels, Euonymus chenmoui W.C.Cheng, Euonymus dielsianus Loes. ex Diels, Euonymus dolichopus Merr. ex J.S.Ma, Euo
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 | 0.012 |
| 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) | 0.247 | 0.370 |
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".