Bibliographic record
Abstract
A dataset containing 40620 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Acalypha diversifolia Jacq., Acalypha macrostachya Jacq., Acalypha villosa Jacq., Acrocomia aculeata (Jacq.) Lodd. ex R.Keith, Adelia barbinervis Schltdl. & Cham., Aegiphila panamensis Moldenke, Alchornea latifolia Sw., Alibertia edulis (Rich.) A.Rich. ex DC., Allamanda cathartica L., Alnus acuminata Kunth, Alnus acuminata subsp. arguta (Schltdl.) Furlow, Alstonia longifolia (A.DC.) Pichon, Arachnothryx buddleioides (Benth.) Planch., Arachnothryx laniflora (Benth.) Planch., Arachnothryx rufescens (B.L.Rob.) Borhidi, Arachnothryx thiemei (Donn.Sm.) Borhidi, Aralia humilis Cav., Aspidosperma megalocarpon Müll.Arg., Aspidosperma megalocarpon subsp. megalocarpon, Astrocaryum mexicanum Liebm. ex Mart., Attalea cohune Mart., Avicennia bicolor Standl., Avicennia germinans (L.) L., Bactris gasipaes Kunth, Bactris gasipaes var. gasipaes, Bactris major Jacq., Bactris major var. major, Bernardia nicaraguensis Standl. & L.O.Williams, Bixa orellana L., Bixa urucurana Willd., Bouvardia multiflora (Cav.) Schult. & Schult.f., Brahea dulcis (Kunth) Mart., Brahea salvadorensis H.Wendl. ex Becc., Brunellia mexicana Standl., Calycophyllum candidissimum (Vahl) DC., Carissa macrocarpa (Eckl.) A.DC., Carpinus tropicalis (Donn.Sm.) Lundell, Carpinus tropicalis subsp. tropicalis, Cascabela ovata (Cav.) Lippold, Cascabela thevetia (L.) Lippold, Chamaedorea arenbergiana H.Wendl., Chamaedorea pinnatifrons (Jacq.) Oerst., Chiococca alba (L.) Hitchc., Chiococca pachyphylla Wernham, Chomelia spinosa Jacq., Chrysalidocarpus lutescens H.Wendl., Chrysophyllum cainito L., Chrysophyllum mexicanum Brandegee, Citharexylum teclense Standl., Clethra hondurensis Britton, Clethra lanata M.Martens & Galeotti, 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 canephora Pierre ex A.Froehner, Coffea liberica W.Bull, Cornus disciflora Moc. & Sessé ex DC., Cornutia pyramidata L., Corymbia citriodora (Hook.) K.D.Hill & L.A.S.Johnson, Cosmibuena matudae (Standl.) L.O.Williams, Coutarea hexandra (Jacq.) K.Schum., Croton guatemalensis Lotsy, Croton pseudoniveus Lundell, Croton xalapensis Kunth, 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., Didymopanax morototoni (Aubl.) Decne. & Planch., Drypetes brownii Standl., Drypetes lateriflora (Sw.) Krug & Urb., Duranta erecta L., Elaeis guineensis Jacq., Eucalyptus camaldulensis Denham, Eucalyptus camaldulensis subsp. camaldulensis, Eucalyptus deglupta Blume, Eucalyptus globulus Labill., Eucalyptus robusta Sm., Eucalyptus tereticornis Sm., Eugenia acapulcensis Steud., Eugenia aeruginea DC., Eugenia austin-smithii Standl., Eugenia axillaris (Sw.) Willd., Eugenia biflora (L.) DC., Eugenia cacuminum Standl. & Steyerm., Eugenia costaricensis O.Berg, Eugenia guatemalensis Donn.Sm., Eugenia jutiapensis Standl. & Steyerm., Eugenia monticola (Sw.) DC., Eugenia oerstediana O.Berg, Eugenia pachychlamys Donn.Sm., Eugenia rhombea (O.Berg) Krug & Urb. ex Urb., Eugenia salamensis Donn.Sm., Eugenia sasoana Standl. & Steyerm., Eugenia tikalana Lundell, Eugenia uniflora L., Eugenia venezuelensis O.Berg, Euphorbia cotinifolia L., Euphorbia leucocephala Lotsy, Exostema caribaeum (Jacq.) Schult., Faramea occidentalis (L.) A.Rich., Funtumia elastica (Preuss) Stapf, Garcia nutans Vahl ex Rohr, Genipa americana L., Gmelina arborea Roxb. ex Sm., Gonzalagunia panamensis (Cav.) K.Schum., Guettarda deamii Standl., Guettarda macrosperma Donn.Sm., Gymnanthes riparia (Schltdl.) Klotzsch, Hamelia patens Jacq., Hintonia latiflora (Sessé & Moc. ex DC.) Bullock, Hintonia lumana (Baill.) Bullock, Hippomane mancinella L., Hura polyandra Baill., Ixora floribunda (A.Rich.) Griseb., Jatropha curcas L., Lippia cardiostegia Benth., Lippia chiapasensis Loes., Lippia myriocephala Schltdl. & Cham., Lippia umbellata Cav., Lucuma campechiana Kunth, Mabea montana Müll.Arg., Magnolia hondurensis A.M.Molina, Manihot aesculifolia (Kunth) Pohl, Manihot carthagenensis (Jacq.) Müll.Arg., Manihot carthagenensis subsp. glaziovii (Müll.Arg.) Allem, Manihot esculenta Crantz, Manilkara chicle (Pittier) Gilly, Manilkara zapota (L.) P.Royen, Margaritaria nobilis L.f., Mesosphaerum oblongifolium (Benth.) Kuntze, Morinda citrifolia L., Myrcianthes fragrans (Sw) Mc Vaugh, Myrciaria floribunda (West ex Willd.) O.Berg, Neolamarckia cadamba (Roxb.) Bosser, Nerium oleander L., Omphalea oleifera Hemsl., Ophellantha spinosa Standl., Oreopanax capitatus (Jacq.) Decne. & Planch., Oreopanax echinops Decne. & Planch., Oreopanax geminatus Marchal, Oreopanax guatemalensis Decne. & Planch., Oreopanax peltatus Linden, Oreopanax sanderianus Hemsl., Oreopanax xalapensis (Kunth) Decne. & Planch., Ostrya virginiana (Mill.) K.Koch, Ostrya virginiana subsp. guatemalensis (H.J.P.Winkl.) A.E.Murray, Palicourea padifolia (Willd. ex Schult.) C.M.Taylor & Lorence, Phoenix dactylifera L., Phyllanthus acuminatus Vahl, Phyllanthus elsiae Urb., Phyllanthus laxiflorus Benth., Phyllanthus mocinoanus Baill., Pimenta dioica (L.) Merr., Pittoniotis protracta (Bartl. ex DC.) Griseb., Plumeria rubra L., Pogonopus exsertus (Oerst.) Oerst., Polyscias cumingiana (C.Presl) Fern.Villar, Posoqueria latifolia (Rudge) Schult., Posoqueria latifolia subsp. latifolia, Pouteria glomerata (Miq.) Radlk., Pouteria glomerata subsp. glomerata, Pouteria sapota (Jacq.) H.E.Moore & Stearn, Pouteria viridis (Pittier) Cronquist, Psidium cattleianum Afzel. ex Sabine, Psidium friedrichsthalianum (O.Berg) Nied., Psidium guajava L., Psidium guineense Sw., Psidium oligospermum Mart. ex DC., Psychotria aguilarii Standl. & Steyerm., Psychotria carthagenensis Jacq., Psychotria costivenia Griseb., Psychotria costivenia subsp. costivenia, Psychotria jinotegensis C.Nelson, Ant.Molina & Standl., Psychotria jinotegensis var. jinotegensis, Psychotria jinotegensis var. morazanensis C.W.Ham., Psychotria limonensis K.Krause, Psychotria lundellii Standl., Psychotria marginata Sw., Psychotria nervosa Sw., Psychotria panamensis Standl., Psychotria panamensis var. panamensis, Psychotria trichotoma M.Martens & Galeotti, Quercus acatenangensis Trel., Quercus benthamii A.DC., Quercus castanea Née, Quercus corrugata Hook., Quercus crispifolia Trel., Quercus elliptica Née, Quercus insignis M.Martens & Galeotti, Quercus laurina Bonpl., Quercus oocarpa Liebm., Quercus peduncularis Née, Quercus purulhana Trel., Quercus sapotifolia Liebm., Quercus seemannii Liebm., Quercus segoviensis Liebm., Quercus skinneri Benth., Quercus vicentensis Trel., Randia aculeata L., Randia aculeata var. aculeata, Randia armata (Sw.) DC., Randia armata subsp. armata, Randia chiapensis Standl., Randia grandifolia (Donn.Sm.) Standl., Randia monantha Benth., Randia pittieri (Standl.) Standl., Randia thurberi S.Watson, Rehdera trinervis (S.F.Blake) Moldenke, Ricinus communis L., Rogiera amoena Planch., Rogiera cordata (Benth.) Planch., Roystonea regia (Kunth) O.F.Cook, Rudgea cornifolia (Kunth) Standl., Sabal mexicana Mart., Sapium glandulosum (L.) Morong, Sapium macrocarpum Müll.Arg., Sideroxylon capiri (A.DC.) Pittier, Sideroxylon capiri subsp. tempisque (Pittier) T.D.Penn., Sideroxylon celastrinum (Kunth) T.D.Penn., Sideroxylon obtusifolium (Roem. & Schult.) T.D.Penn., Sideroxylon obtusifolium subsp. buxifolium (Roem. & Schult.) T.D.Penn., Sideroxylon persimile (Hemsl.) T.D.Penn., Sideroxylon persimile subsp. persimile, Sideroxylon portoricense Urb., Sideroxylon portoricense subsp. minutiflorum (Pittier) T.D.Penn., Sideroxylon retinerve T.D.Penn., Sideroxylon salicifolium (L.) Lam., Sideroxylon stenospermum (Standl.) T.D.Penn., Sideroxylon tepicense (Standl.) T.D.Penn., Simira rhodoclada (Standl.) Steyerm., Simira salvadorensis (Standl.) Steyerm., Syzygium cumini (L.) Skeels, Syzygium jambos (L.) Alston, Syzygium malaccense (L.) Merr. & L.M.Perry, Syzygium paniculatum Gaertn., Tabernaemontana amygdalifolia Jacq., Tabernaemontana donnell-smithii Rose ex J.D.Sm., Tectona grandis L.f., Tetrorchidium rotundatum Standl., Thevetia ahouai (L.) A.DC., Ugni myricoides (Kunth) O.Berg, Vallesia aurantiaca (M.Martens & Galeotti) J.F.Morales, Vangueria madagascariensis J.F.Gmel., Vangueria madagascariensis var. madagascariensis, Vitex gaumeri Greenm., Vitex trifolia L., Vitex trifolia var. trifolia, Guettarda subcapitata C.M.Taylor, Machaonia erythrocarpa (Standl.) Borhidi, Machaonia erythrocarpa subsp. hondurensis (Standl.) Borhidi, Psychotria costivenia subsp. altorum (Standl. & Steyerm.) Borhidi, Solenandra mexicana (A.Gray) Borhidi, Coffea liberica var. liberica, Aralia excelsa (Griseb.) J.Wen, Euphorbia cotinifolia subsp. cotinoides (Miq.) Christenh., Alibertia edulis var. edulis, Yucca gigantea Lem., Beaucarnea goldmanii Rose, Cordyline fruticosa (L.) A.Chev., Dracaena fragrans (L.) Ker Gawl., Lecythis minor Jacq., Couroupita nicaraguarensis DC., Handroanthus impetiginosum (Mart. ex DC.) Mattos, Handroanthus ochraceus (Cham.) Mattos, Parmentiera aculeata (Kunth) L.O.Williams, Roseodendron donnell-smithii (Rose) Miranda, Spathodea campanulata Beauverd, Tecoma stans (L.) Juss. ex Kunth, Tabebuia rosea (Bertol.) Bertero ex A.DC., Astianthus viminalis (Kunth) Baill., Amphitecna molinae L.O.Williams, Crescentia alata Kunth, Crescentia cujete L., Godmania aesculifolia (Kunth) Standl., Eugenia liesneri Barrie, Eugenia shimishit
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 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.205 | 0.327 |
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".