Bibliographic record
Abstract
A dataset containing 41203 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Acalypha diversifolia Jacq., Acalypha diversifolia Rusby, Acalypha macrostachya Jacq., Acalypha macrostachya Rusby, Acalypha macrostachya Willd., Acalypha macrostachys Poir., 1804, Acalypha microstachya Benth., Acalypha macrostachyos Poir., Acalypha villosa Jacq., Acalypha villosa Vahl, Acalypha villosa Vahl ex Baill., Acalypha pilosa Cav., Acalypha callosa Benth., Acalypha venosa Poir., Acrocomia aculeata (Jacq.) Lodd. ex R.Keith, Acrocomia aculeata (Jacq.) Lodd., Acrocomia aculeata (Jacq.) Lodd. ex Mart., Acrosoma aculeatum Perty, 1839, Adelia barbinervis Schltdl. & Cham., Aegiphila panamensis Moldenke, Aegiphila paranensis Moldenke, Alchornea latifolia Sw., Alchornea latifolia Klotzsch, Alchornea alnifolia (Bojer ex Baill.) Pax & K.Hoffm., Alibertia edulis (Rich.) A.Rich. ex DC., Alibertia edulis (Rich.) A.Rich., Allamanda cathartica L., Allamanda cathartica Schrad., Alnus acuminata Kunth, Aegus acuminatus (Fabricius, 1801), Alnus acuminata subsp. arguta (Schltdl.) Furlow, Alstonia longifolia (A.DC.) Pichon, Alstonia oblongifolia Merr., Assonia longifolia (Baill.) Kuntze, Arachnothryx buddleioides (Benth.) Planch., Arachnothryx laniflora (Benth.) Planch., Arachnothryx rufescens (B.L.Rob.) Borhidi, Arachnothryx thiemei (Donn.Sm.) Borhidi, Aralia humilis Cav., Arabis humilis Schleich., Arabis humilis Schleich. ex DC., Acacia humilis (Benth.) Tindale & D.A.Keith, Acacia humilis Schltdl., Aglaia humilis King, Aricia humilis Zetterstedt, 1860, Aspidosperma megalocarpon Müll.Arg., Aspidosperma megalocarpon subsp. megalocarpon, Astrocaryum mexicanum Liebm. ex Mart., Astrocaryum mexicana Liebm., Attalea cohune Mart., Avicennia bicolor Standl., Avicennia germinans (L.) L., Avicennia germinans (L.) Stearn, Bactris gasipaes Kunth, Bactris gasipaes var. gasipaes, Bactris major Jacq., Bactris minor Gaertn., Bactris minor Jacq., Bactris major var. major, Bernardia nicaraguensis Standl. & L.O.Williams, Bixa orellana L., Bixa orleana Noronha, Bixa urucurana Willd., Bouvardia multiflora (Cav.) Schult. & Schult.f., Brahea dulcis (Kunth) Mart., Brahea dulcis J.G.Cooper, Brahea edulis H.Wendl. ex S.Watson, Brahea edulis H.Wendl., Brahea salvadorensis H.Wendl. ex Becc., Brahea salvadorensis H.Wendl., Brunellia mexicana Standl., Brueelia mexicana Gustafsson & Bush, 2019, Calycophyllum candidissimum (Vahl) DC., Carissa macrocarpa (Eckl.) A.DC., Carpinus tropicalis (Donn.Sm.) Lundell, Carpinus tropicales (Donn.Sm.) Lundell, Carpinus tropicalis subsp. tropicalis, Cascabela ovata (Cav.) Lippold, Cascabela thevetia (L.) Lippold, Chamaedorea arenbergiana H.Wendl., Chamaedorea pinnatifrons (Jacq.) Oerst., Chamaedorea pinnatifrons H.Wendl., Chiococca alba (L.) Hitchc., Chiococca alba Rusby, Chiococca pachyphylla Wernham, Chomelia spinosa Jacq., Chrysalidocarpus lutescens H.Wendl., Chrysophyllum cainito L., Chrysophyllum cainito Griseb., Chrysophyllum cainito Griseb. ex Pierre, 1904, Chrysophyllum caimito Maza, 1890, Chrysophyllum mexicanum Brandegee, Chrysophyllum mexicanum Brandegee ex Standl., Citharexylum teclense Standl., Clethra hondurensis Britton, Clethra lanata M.Martens & Galeotti, Clethra lineata H.Lév., Clethra oleoides L.O.Williams, Clethra pachecoana Standl. & Steyerm., Clethra suaveolens Turcz., Clethra vicentina Standl., Cnidoscolus aconitifolius (Mill.) I.M.Johnst., Cnidoscolus aconitifolius subsp. aconitifolius, Cnidoscolus multilobus (Pax) I.M.Johnst., Cnidoscolus tubulosus (Müll.Arg.) I.M.Johnst., Cochlospermum vitifolium (Willd.) Spreng., Cocos nucifera L., Coffea arabica L., Coffea arabica Benth., 1849, Coffea canephora Pierre ex A.Froehner, Coffea canephora Pierre, Coffea liberica W.Bull, Coffea liberica Bull. ex Hiern, Coffea liberica W.Bull ex K.Schum., 1898, Cornus disciflora Moc. & Sessé ex DC., Cornus disciflora Moc. & Sessé, Cornutia pyramidata L., Cornutia pyramidata Aiton, 1789, Corymbia citriodora (Hook.) K.D.Hill & L.A.S.Johnson, Cosmibuena matudae (Standl.) L.O.Williams, Coutarea hexandra (Jacq.) K.Schum., Coutarea hexandra J.R.Johnst., Croton guatemalensis Lotsy, Croton pseudoniveus Lundell, Croton xalapensis Kunth, Croton xalapensis Hook.f., Croton mazapensis Lundell, Croton jalapensis Croizat, Dendropanax alaris (Schltdl.) Decne. & Planch., Dendropanax gonatopodus (Donn.Sm.) A.C.Sm., Dendropanax leptopodus (Donn.Sm.) A.C.Sm., Dendropanax oliganthus (A.C.Sm.) A.C.Sm., Dendropanax pallidus M.J. & Cannon, Deppea grandiflora Schltdl., Deprea grandiflora (N.W.Sawyer & S.Leiva) Deanna & Barboza, Deppia grandiflora Schltr., Didymopanax morototoni (Aubl.) Decne. & Planch., Didymopanax morotoyoni (Aubl.) Decne. & Planch., Drypetes brownii Standl., Drypetes lateriflora (Sw.) Krug & Urb., Duranta erecta L., Elaeis guineensis Jacq., Elaeis guineensis A.Chev., Elaeis guianensis Steud., 1841, Eucalyptus camaldulensis Denham, Eucalyptus camaldulensis Dehn., Eucalyptus camaldulensis Denham, Eucalyptus camaldulensis Denham, Eucalyptus camaldulensis Denham, Eucalyptus camaldulensis Denham, Eucalyptus camaldulensis Denham, Eucalyptus camaldulensis Denham, Eucalyptus camaldulensis Denham, Eucalyptus camaldulensis Denham, Eucalyptus camaldulensis subsp. camaldulensis, Eucalyptus camaldulensis var. camaldulensis, Eucalyptus deglupta Blume, Eucalyptus delupta Blume, Eucalyptus globulus Labill., Eucalyptus globulosus St.-Lag., Eucalyptus robusta Sm., Eucalyptus robusta (Crawford, 1914) Crawford, 1914, Eucalyptus tereticornis Sm., Eugenia acapulcensis Steud., Eugenia aeruginea DC., Eugenia ferruginea A.Rich., Eugenia ferruginea Hook. & Arn., Eugenia ferruginea Poir., Eugenia ferruginea Sieber, Eugenia ferruginea Sieber ex C.Presl, Eugenia ferruginea Wight, Eugenia austin-smithii Standl., Eugenia axillaris (Sw.) Willd., Eugenia axillaris Vell., Eugenia axillaris G.Don, Eugenia axillaris Koord. & Valeton, Eugenia basilaris Mc Vaugh, Eugenia stylaris Mc Vaugh, Eugenia basilaris McVaugh, Eugenia stylaris McVaugh, Eugenia biflora (L.) DC., Eugenia bilflora (L.) DC., Eugenia pubiflora N.Snow & Callm., Eugenia triflora (Jacq.) Ham., Eugenia uniflora L., Eugenia albiflora Duthie, Eugenia albiflora Duthie ex Kurz, Eugenia biniflora Ridl., Eugenia triflora Sessé & Moc., Eugenia triflora Willd., Eugenia triflora Willd. ex O.Berg, Eugenia uniflora O.Berg, Eugenia cacuminum Standl. & Steyerm., Eugenia canumana M.A.D.Souza & Sobral, Eugenia cacuminis Alain, Eugenia cacuminis Craib, Eugenia costaricensis O.Berg, Eugenia guatemalensis Donn.Sm., Eugenia jutiapensis Standl. & Steyerm., Eugenia monticola (Sw.) DC., Eugenia monticola Griseb., Eugenia monticola Hitchc., Eugenia mornicola Urb., Euadenia monticola Gilg & Gilg-Ben., Eugenia oerstediana O.Berg, Eugenia orestediana O.Berg, Eugenia pachychlamys Donn.Sm., Eugenia rhombea (O.Berg) Krug & Urb. ex Urb., Eugenia romana O.Berg, Eugenia rosea DC., Eugenia rosea Barb.Rodr., Eugenia rosea Barb.Rodr. ex Chodat & Hassl., Eugenia salamensis Donn.Sm., Eugenia salaccensis Koord. & Valeton, Eugenia samanensis Alain, Eugenia samarensis Merr., Eugenia savaiiensis A.Gray, Eugenia calimensis Parra-Os., Eugenia malaccensis Reinw. ex Blume, 1850, Eugenia xalapensis (Kunth) DC., Eugenia bahamensis Kiaersk., Eugenia baramensis Merr., Eugenia malaccensis Blanco, Eugenia malaccensis L., Eugenia malaccensis Lour., Eugenia malaccensis Reinw., Eugenia palauensis Kaneh., Eugenia sablanensis Elmer, Eugenia siamensis Craib, Eugenia sasoana Standl. & Steyerm., Eugenia cayoana Lundell, Eugenia magoana Lundell, Eugenia sooana Borhidi, Eugenia maroana Aug.DC., Eugenia tikalana Lundell, Eugenia tilarana Barrie, Eugenia uniflora L., Eugenia uniflora O.Berg, Eugenia biflora (L.) DC., Eugenia pubiflora N.Snow & Callm., Eugenia triflora (Jacq.) Ham., Eugenia biniflora Ridl., Eugenia triflora Sessé & Moc., Eugenia triflora Willd., Eugenia triflora Willd. ex O.Berg, Eugenia venezuelensis O.Berg, Euphorbia cotinifolia L., Euphorbia cotinifolia Kunth, 1817, Euphorbia carinifolia N.E.Br., Euphorbia tinifolia Duss, Euphorbia leucocephala Lotsy, Exostema caribaeum (Jacq.) Schult., Faramea occidentalis (L.) A.Rich., Faramea occidentalis (Vell.) Müll.Arg., Funtumia elastica (Preuss) Stapf, Funtumia elastica Cerv., Garcia nutans Vahl ex Rohr, Garcia nutans Vahl, Garveia nutans Wright, 1859, Genipa americana L., Genista americana Spach, Gmelina arborea Roxb. ex Sm., Gmelina arborea Roxb., Gonzalagunia panamensis (Cav.) K.Schum., Guettarda deamii Standl., Guettarda leai Ridl., Guettarda macrosperma Donn.Sm., Gymnanthes riparia (Schltdl.) Klotzsch, Hamelia patens Jacq., Homeria patens Goldblatt, Hackelia patens (Nutt.) I.M.Johnst., Hintonia latiflora (Sessé & Moc. ex DC.) Bullock, Hintonia lumana (Baill.) Bullock, Hintonia lumaeana (Baill.) Bullock, Hippomane mancinella L., Hippomane mancanilla Jacq., Hura polyandra Baill., Ixora floribunda (A.Rich.) Griseb., Ixora floribunda (Miq.) Boerl., Jatropha curcas L., Jatropha curcas L.Stem, Jatropha curcas Wall., 1847, Lippia cardiostegia Benth., Lippia chiapasensis Loes., Lippia myriocephala Schltdl. & Cham., Lippia microcephala Cham., Lippia umbellata Cav., Liparia umbellata L., Lucuma campechiana Kunth, Mabea montana Müll.Arg., Maesa montana A.DC., Mamoea montana Forster & Wilton, 1973, Mallea montana Herb.Madr., Mallea montana Herb.Madr. ex Wall., Malva montana Forssk., Magnolia hondurensis A.M.Molina, Manihot aesculifolia (Kunth) Pohl, Manihot carthagenensis (Jacq.) Müll.Arg., Manihot carthaginensis (Jacq.) Müll.Arg., Manihot carthagenensis subsp. glaziovii (Müll.Arg.) Allem, Manihot carthaginensis subsp. glaziovii (Müll.Arg.) Allem, Manihot carthaginensis subsp. glaziouvii (Müll.Arg.) Allem, Manihot esculenta Crantz, Manilkara chicle (Pittier) Gilly, Manilkara zapota (L.) P.Royen, Manilkara zapotilla (Jacq.) Gilly, Manilkara sapota
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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.193 | 0.309 |
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".