Bibliographic record
Abstract
A dataset containing 3444410 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Abutilon leucopetalum (F.Muell.) Benth., Abutilon malvifolium (Benth.) J.M.Black, Abutilon malvifolium Domin, Abutilon malviflorum Lem., Abutilon malviflorum Lem. ex Lesc., Abutilon parvifolium (A.St.-Hil. & Naudin) Hochr., Abutilon otocarpum F.Muell., Abutilon oxycarpum (F.Muell.) Benth., Acacia aneura F.Muell. ex Benth., Acacia aneura F.Muell., Acacia dineura F.Muell., Acacia dineura F.Muell. ex Benth., 1859, Acacia bivenosa DC., Acacia venosa Hochst., Acacia venosa Hochst. ex Benth., Acacia coriacea DC., Acacia coriacea Ham., Acacia coriacea Ham. ex Steud., Acacia coriaria Buch.-Ham., Acacia coriaria Buch.-Ham. ex Wall., Aralia coriacea Velenovsky, 1884, Acacia ligulata A.Cunn. ex Benth., Acacia ligulata A.Cunn., Acacia ligulata Aiton, Acacia ligulata Aiton ex Steud., 1840, Acacia lirellata Maslin & A.R.Chapm., Acacia lobulata R.S.Cowan & Maslin, Acacia angulata Desv., Acacia ungulata Desv., Acacia loderi Maiden, Acacia gloveri Gilliland, Acacia hookeri Meisn., Acacia luberi Ducke, Acacia macdonnellensis Maconochie, Acacia macdonnelliensis Maconochie, Acacia maitlandii F.Muell., Acacia murrayana F.Muell. ex Benth., Acacia murrayana F.Muell., Acacia curryana Maslin, Acacia grayana J.H.Willis, Acacia mayana Lundell, Acacia pruinocarpa Tindale, Acacia pyrifolia DC., Acacia pinifolia Benth., Acacia filifolia Benth., Acacia linifolia (Vent.) Willd., Acacia myrtifolia (Sm.) Willd., Acacia neriifolia A.Cunn. ex Benth., Acacia polifolia Pedley, Acacia pubifolia Pedley, Acacia millifolia S.Watson, Acacia neriifolia A.Cunn., Acacia parvifolia Duss, Acacia parvifolia F.Muell., Acacia parvifolia Steud., Acacia parvifolia Willd., Acacia salicina Lindl., Acacia saligna (Labill.) H.L.Wendl., Acacia laricina Meisn., Acacia ulicina Meisn., Acacia filicina Willd., Aceria salicina (Nalepa, 1911), Acacia sclerosperma F.Muell., Acacia stenophylla A.Cunn. ex Benth., Acacia stenophylla A.Cunn., Acacia stereophylla Meisn., Acacia stenoptila Hoffmanns., Acacia sphenophylla Maslin, Acacia pterophylla Hoffmanns., Acacia tetragonophylla F.Muell., Acacia victoriae Benth., Acetosa vesicaria (L.) Á.Löve, Allocasuarina decaisneana (F.Muell.) L.A.S.Johnson, Alyogyne hakeifolia (Giord.) Alef., Atriplex angulata Benth., Atriplex nummularia Lindl., Atriplex vesicaria Heward ex Benth., Atriplex vesicaria Heward, Austrostipa scabra (Lindl.) S.W.L.Jacobs & J.Everett, Brachychiton gregorii F.Muell., Calandrinia balonensis Lindl., Cenchrus ciliaris L., Cenchrus ciliaris Fig. & De Not., Cenchrus setiger Vahl., Cenchrus setigerus Vahl, Cenchrus setigerus Spreng., Cenchrus setigerus Spreng. ex Steud., 1840, Clianthus formosus (G.Don) Ford & Vickery, Crotalaria cunninghamii R.Br., Dactyloctenium radulans (R.Br.) P.Beauv., Duboisia hopwoodii (F.Muell.) F.Muell., Dysphania kalpari Paul G.Wilson, Enneapogon avenaceus (Lindl.) C.E.Hubb., Enneapogon polyphyllus (Domin) N.T.Burb., Eremophila deserti (A.Cunn. ex Benth.) Chinnock, Eremophila latrobei F.Muell., Eremophila longifolia (R.Br.) F.Muell., Eremophila macdonellii F.Muell., Eremophila scoparia (R.Br.) F.Muell., Eriachne helmsii (Domin) W.Hartley, Eriachne helmsii Domin, Eriachne mucronata R.Br., Eucalyptus concinna Maiden & Blakely, Eucalyptus conica H.Deane & Maiden, Eucalyptus collina W.Fitzg., Euphorbia centralis B.G.Thomson, Euphorbia porcata Halford & W.K.Harris, Euphorbia furcata N.E.Br., Euphorbia loricata Lam., Euphorbia cordata Larrañaga, Euphorbia cordata Meyen, Euphorbia cordata Schrank, Euphorbia ornata Stapf, Euphorbia plicata S.Watson, Gnephosis tenuissima Cass., Goodenia berardiana (Gaudich.) Carolin, Goodenia berardiana Gaudich., 1829, Goodenia pinnatifida Schltdl., Grevillea juncifolia Hook., Grevillea wickhamii Meisn., Hakea eyreana (S.Moore) Mc Gill., Hakea eyreana (S.Moore) McGill., Hakea francisiana F.Muell., Helichrysum leucopsideum DC., Indigofera linnaei Ali, Indigofera lyallii Baker, Lysiphyllum carronii (F.Muell.) Pedley, Lysiphyllum cunninghamii (Benth.) de Wit, Lysiphyllum cunninghamii (Benth.) DeWit, Maireana astrotricha (L.A.S.Johnson) Paul G.Wilson, Maireana brevifolia (R.Br.) Paul G.Wilson, Maireana georgei (Diels) Paul G.Wilson, Maireana pyramidata (Benth.) Paul G.Wilson, Maireana triptera (Benth.) Paul G.Wilson, Maireana villosa (Lindl.) Paul G.Wilson, Panicum decompositum R.Br., Panicum compositum Rottler ex Steud., 1853, Panicum compositum (Kunth) Nees, Panicum compositum L., Panicum compositum Rottler, Paspalidium jubiflorum (Trin.) Hughes, Pimelea microcephala R.Br., Pimelea microcephala Meisn., Pimelea macrocephala Hook., Rhagodia spinescens R.Br., Rhodanthe charsleyae (F.Muell.) Paul G.Wilson, Salsola australis R.Br., Saldula australis (White, 1876), Salsola autralis R.Brown, Salsola kali L., Sclerolaena cornishiana (F.Muell.) A.J.Scott, Senna artemisioides (Gaudich. ex DC.) Randell, Senna artemisioides (Gaudich. ex A.DC.) Kartesz & Gandhi, 1992, Senna artemisioides (Gaudich. ex DC.) Isely, Solanum centrale J.M.Black, Solanum oligacanthum F.Muell., Solanum oliganthum Humb. & Bonpl., Solanum oliganthum Humb. & Bonpl. ex Dunal, Solanum oliganthum Link, Solanum polyacanthon Lam., Solanum polyacanthon L'Hér., Solanum polyacanthon L'Hér. ex Dunal, Sporobolus actinocladus (F.Muell.) F.Muell., Sporobolus caroli Mez, Tetragonia eremaea Ostenf., Tribulus hystrix R.Br., Triodia basedowii E.Pritz., Triodia brizoides N.T.Burb., Triodia brizioides N.T.Burb., Triodia bromoides (F.Muell.) Lazarides, Triodia irritans R.Br., Triodia pungens R.Br., Triodia pungens Lindl., Triodia scariosa N.T.Burb., Triodia schinzii (Henrard) Lazarides, Xanthorrhoea thorntonii Tate, Zygophyllum howittii F.Muell., Abildgaardia ovata (Burm.f.) Kral, Abilgaardia ovata, Abrodictyum obscurum (Blume) Ebihara & K.Iwats., Abrophyllum ornans (F.Muell.) Benth., Abrophyllum ornans (F.Muell.) Hook.f., Abutilon auritum (Wall. ex Link) Sweet, Abutilon aureum (A.St.-Hil.) G.Don, Abutilon aureum (A.St.-Hil.) Sweet, Abutilon hannii Baker fil., Abutilon xanti A.Gray, Abutilon alii Abedin, Acacia amblygona A.Cunn. ex Benth., Acacia amblygona A.Cunn., Acacia aulacocarpa A.Cunn. ex Benth., Acacia aulacocarpa A.Cunn., Acacia auriculiformis A.Cunn. ex Benth., Acacia auriculiformis A.Cunn., Acacia auriculaeformis Benth., Acacia cincinnata F.Muell., Acacia circinnata F.Muell., Acacia uncinata Lindl., Acacia uncinata Engl., Acacia uncinata G.Don, Acacia uncinata G.Lodd., Acacia uncinata G.Lodd. ex B.D.Jacks., Acacia uncinata Torre, Acacia mangium Willd., Acacia monga De Wild., Acacia monga DeWild., Acalypha australis L., Acarpha australis (Decne.) Griseb., Acalypha wilkesiana Müll.Arg., Acmena smithii (Poir.) Merr. & L.M.Perry, Avena smithii Porter, Avena smithii Porter ex A.Gray, Adansonia digitata L., Adenanthera pavonina L., Aeschynomene indica L., Aeschynomene indica Burm.f., Aeschynomene indica Wall., Aeschynomene pudica Zoll. & Moritzi, Aeschynomene pudica F.Dietr., Agathis robusta (C.Moore ex F.Muell.) F.M.Bailey, Agathis robusta (C.Moore ex F.Muell.) F.Muell., Aglaia elaeagnoidea (A.Juss.) Benth., Aidia racemosa (Cav.) Tirveng., Andira racemosa Lam., Andira racemosa Lam. ex J.St.-Hil., Adina racemosa (Siebold & Zucc.) Miq., Ailanthus integrifolia Lam. ex Steud., Ailanthus integrifolia Lam., Aylanthus integrifolia Lam., Acanthus integrifolius Thunb., 1800, Acanthus integrifolius E.Mey., Acanthus integrifolius E.Mey. ex Nees, Acanthus integrifolius L.fil., Albizia lebbeck (L.) Benth., Albizia lebbek, Albizzia lebbeck Benth., Alchornea ilicifolia (Js.Sm.) Müll.Arg., Alectryon tomentosus (F.Muell.) Radlk., Allophylus cobbe (L.) Forsyth fil., Allophylus cobbe (L.) Blume, Allophylus cobbe (L.) Raeusch, Alloteropsis semialata (R.Br.) Hitchc., Alpinia caerulea (R.Br.) Benth., Altingia caerulea Poir., Alstonia macrophylla Wall. ex G.Don, Alstonia macrophylla Wall., 1829, Astronia macrophylla Blume, Alyxia ruscifolia R.Br., Amorphophallus paeoniifolius (Dennst.) Nicolson, Ancistrachne uncinulata (R.Br.) S.T.Blake, Andropogon gayanus Kunth, Angophora subvelutina F.Muell., Annona glabra L., Annona glabra Forssk., Annona glauca Schumach. & Thonn., Anona glabra Linnaeus, 1753, Alona glabra Sars, 1901, Antiaris toxicaria (Pers.) Lesch., Aphananthe philippinensis Planch., Archidendron lucyi F.Muell., Archidendron lucidum (Benth.) I.C.Nielsen, Aristida browniana Henrard, Aristolochia indica L., Aristolochia incisa Duch., Aristolochia andina F.González & I.G.Vargas, Aristolochia pubera F.A.Bauer ex Duch., Aristolochia pubera F.A.Bauer, Aristolochia pubera R.Br., Aristolochia puberula F.Muell., Aristolochia puberula F.Muell. ex Duch., Artocarpus altilis (Parkinson) Fosberg, Artocarpus altilis (Park.) Forst., Artocarpus altilis (Du Roi) O.Deg. & I.Deg., 1978, Asystasia gangetica (L.) T.Anderson, Atalaya rigida S.T.Reynolds, Atractocarpus fitzalanii (F.Muell.) Puttock, Avicennia marina (Forssk.) Vierh., Backhousia citriodora F.Muell., Backhousia myrtifolia Hook. & Harv., Baeckea frutescens L., Balanites maughamii Sprague, Balanites maughamii Sands, Banksia aquilonia (A.S.George) A.S.George, Banksia aquifolia Lindl., Banksia dentata L.fil., Banksia dentata Wendl., Barringtonia acutangula (L.) Gaertn., Barringtonia acutangula Blume, Barringtonia acutangula Korth., Barringtonia acutangula Zoll., Barringtonia acutangula Zoll. ex Miq., Bauhinia monandra Kurz, Bauhinia monantha (Britton & Rose) Lundell, Beilschmiedia tawa (A.Cunn.) Kirk, Beilschmiedia atra Kosterm. ex de Kok, Beilschmiedia atra Kosterm., Beilschmiedia dawei Robyns & R.Wilczek, Beilschmiedia atra Kosterm. ex DeKok, Blechnum camfieldii Tindale, Blechnum indicum Burm.fil., Blechnum andinum (Baker) C.Chr., Boerhavia diffusa L., Boerhavia diffusa Engelm. & A.Gray, Boerhavia diffusa Sw., Boerhaavia diffusa L., Bombax ceiba L., Bombax ceiba Burm.f., Brachychiton acerifo
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) | 0.226 | 0.349 |
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".