Bibliographic record
Abstract
A dataset containing 355897 species occurrences available in GBIF matching the query: { "TaxonKey" : [ "is one of (Aiouea guianensis Aubl., Aiouea impressa (Meisn.) Kosterm., Aiouea saligna Meisn., Aiphanes horrida (Jacq.) Burret, Aiphanes chiribogensis Borchs. & Balslev, Aiphanes deltoidea Burret, Aiphanes duquei Burret, Aiphanes eggersii Burret, Aiphanes erinacea (H.Karst.) H.Wendl., Aiphanes grandis Borchs. & Balslev, Aiphanes hirsuta Burret, Aiphanes leiostachys Burret, Aiphanes lindeniana (H.Wendl.) H.Wendl., Aiphanes linearis Burret, Aiphanes macroloba Burret, Aiphanes parvifolia Burret, Aiphanes simplex Burret, Aiphanes tricuspidata Borchs., M.Ruíz & Bernal, Aiphanes ulei (Dammer) Burret, Aiphanes verrucosa Borchs. & Balslev, Aiphanes weberbaueri Burret, Aira elegans Willd. ex Roem. & Schult., Aistopetalum viticoides Schltr., Aitchisonia rosea Hemsl. ex Aitch., Ajania fruticulosa (Ledeb.) Poljakov, Ajania parviflora (Grüning) Y.Ling, Ajania tibetica (Hook.fil. & Thomson) Tzvelev, Ajuga australis R.Br., Ajuga ciliata Bunge, Ajuga decumbens Thunb., Ajuga integrifolia Buch.-Ham. ex D.Don, Ajuga orientalis L., Akania bidwillii (Hend. ex Hogg) Mabb., Akebia trifoliata (Thunb.) Koidz., Alamania punicea Lex., Alangium alpinum (C.B.Clarke) W.W.Sm. & Cave, Alangium chinense (Lour.) Harms, Alangium barbatum (R.Br. ex C.B.Clarke) Baill. ex Kuntze, Alangium uniloculare (Griff.) King, Alangium grisolleoides Capuron, Alangium kurzii Craib, Alangium havilandii Bloemb., Alangium javanicum (Blume) Wangerin, Alangium salviifolium (L.f.) Wangerin, Alangium longiflorum Merr., Alangium maliliense Bloemb., Alangium nobile (C.B.Clarke) Harms, Alangium platanifolium (Siebold & Zucc.) Harms, Alangium premnifolium Ohwi, Alangium ridleyi King, Alangium rotundifolium (Hassk.) Bloemb., Alangium villosum (Blume) Wangerin, Alangium vitiense (A.Gray) Baill. ex Harms, Alania cunninghamii Steud., Alantsilodendron alluaudianum (R.Vig.) Villiers, Alantsilodendron humbertii (R.Vig.) Villiers, Alantsilodendron pilosum Villiers, Alberta magna E.Mey., Razafimandimbisonia minor (Baill.) Kainul. & B.Bremer, Albertisia laurifolia Yamam., Albertisia porcata Breteler, Albizia acle (Blanco) Merr., Albizia adianthifolia (Schumach.) W.Wight, Albizia amara (Roxb.) Boivin, Albizia anthelmintica (A.Rich.) Brongn., Albizia antunesiana Harms, Albizia brevifolia Schinz, Albizia chevalieri Harms, Albizia coriaria Welw. ex Oliv., Albizia dinklagei (Harms) Harms, Albizia ferruginea (Guill. & Perr.) Benth., Albizia glaberrima (Schumach. & Thonn.) Benth., Albizia grandibracteata Taub., Pseudosamanea guachapele (Kunth) Harms, Albizia guillainii Guillaumin, Albizia gummifera (J.F.Gmel.) C.A.Sm., Albizia harveyi E.Fourn., Albizia inundata (Mart.) Barneby & J.W.Grimes, Albizia kalkora (Roxb.) Prain, Albizia lucidior (Steud.) I.C.Nielson ex H.Hara, Albizia malacophylla (A.Rich.) Walp., Albizia niopoides (Spruce ex Benth.) Burkart, Albizia odoratissima (L.f.) Benth., Albizia pedicellata Baker ex Benth., Albizia pistaciifolia (Willd.) Barneby & J.W.Grimes, Albizia occidentalis Brandegee, Albizia tomentosa (Micheli) Standl., Albizia retusa Benth., Albizia schimperiana Oliv., Albizia sinaloensis Britton & Rose, Albizia splendens Miq., Albizia tanganyicensis Baker f., Albizia tomentella Miq., Albizia umbrosa (Wall.) Benth., Albizia versicolor Welw. ex Oliv., Albizia zimmermannii Harms, Albizia zygia (DC.) J.F.Macbr., Albuca abyssinica Jacq., Albuca canadensis (L.) F.M.Leight., Albuca cooperi Baker, Albuca fastigiata Dryand., Albuca glauca Baker, Albuca nelsonii N.E.Br., Albuca nigritana (Baker) Troupin, Albuca paradoxa Dinter, Albuca pendula B.Mathew, Albuca setosa Jacq., Albuca tenuifolia Baker, Albuca spiralis L.f., Alcantarea duarteana (L.B.Sm.) J.R.Grant, Alcantarea imperialis (Carrière) Harms, Alchemilla conjuncta Bab., Alchemilla fissa Günther & Schummel, Alchemilla glaucescens Wallr., Alchemilla hybrida (L.) L., Alchemilla indivisa (Formánek ex Buser) Rothm., Alchemilla pentaphyllea L., Lachemilla Rydb., Alchemilla splendens Christ, Alchemilla verticillata Fielding & Gardner, Alchemilla xanthochlora Rothm., Alchornea alnifolia (Bojer ex Baill.) Pax & K.Hoffm., Alchornea discolor Poepp., Alchornea castaneifolia (Humb. & Bonpl. ex Willd.) A.Juss., Alchornea cordifolia (Schumach. & Thonn.) Müll.Arg., Alchornea costaricensis Pax & K.Hoffm., Alchornea glandulosa Poepp., Alchornea grandis Benth., Alchornea hirtella Benth., Alchornea ilicifolia (Js.Sm.) Müll.Arg., Alchornea laxiflora (Benth.) Pax & K.Hoffm., Alchornea rugosa (Lour.) Müll.Arg., Alchornea trewioides (Benth.) Müll.Arg., Alchornea triplinervia (Spreng.) Müll.Arg., Aldina heterophylla Benth., Aldina insignis (Benth.) Endl., Aldina latifolia Spruce ex Benth., Aldina petiolulata Cowan, Alectra orobanchoides Benth., Alectra sessiliflora (Vahl) Kuntze, Alectryon cardiocarpus Leenh., Alectryon coriaceus (Benth.) Radlk., Alectryon diversifolius (F.Muell.) S.T.Reynolds, Alectryon excelsus Gaertn., Alectryon forsythii (Maiden & Betche) Radlk., Alectryon grandifolius A.C.Sm., Alectryon kimberleyanus S.T.Reynolds, Alectryon oleifolius (Desf.) S.T.Reynolds, Alectryon repandodentatus Radlk., Alectryon reticulatus Radlk., Alectryon subcinereus (A.Gray) Radlk., Alectryon tomentosus (F.Muell.) Radlk., Alectryon tropicus (S.T.Reynolds) S.T.Reynolds, Alepidocline annua S.F.Blake, Alepis flavida (Hook.fil.) Tiegh., Aletris glabra Bureau & Franch., Aletris laxiflora Bureau & Franch., Aletris pauciflora (Klotzsch) Hand.-Mazz., Aletris spicata (Thunb.) Franch., Aletris stenoloba Franch., Alexa grandiflora Ducke, Alexa imperatricis (R.H.Schomb.) Baill., Alexa wachenheimii Benoist, Alexgeorgea ganopoda L.A.S.Johnson & B.G.Briggs, Alfaroa costaricensis Standl., Alfaroa guanacastensis D.E.Stone, Alfaroa guatemalensis (Standl.) L.O.Williams & Ant.Molina, Alfaroa williamsii Ant.Molina, Alfredia cernua (L.) Cass., Alhagi pseudalhagi (M.Bieb.) Desv. ex Wangerin, Alibertia curviflora K.Schum., Alibertia edulis (Rich.) A.Rich. ex DC., Cordiera sessilis (Vell.) Kuntze, Cordiera macrophylla (K.Schum.) Kuntze, Cyperus subparadoxus Kük., Alisma canaliculatum A.Braun & C.D.Bouché, Alkanna tinctoria (L.) Tausch, Allagoptera arenaria (Gomes) Kuntze, Allagoptera leucocalyx (Drude) Kuntze, Allanblackia floribunda Oliv., Allanblackia parviflora A.Chev., Allanblackia staneriana Exell & Mendonça, Allanblackia stuhlmannii (Engl.) Engl., Allantoma lineata (Mart. ex O.Berg) Miers, Allenrolfea patagonica Kuntze, Allenrolfea vaginata (Griseb.) Kuntze, Allium affine Ledeb., Allium aflatunense B.Fedtsch., Allium alaicum Vved., Allium albotunicatum O.Schwarz, Allium altaicum Pall., Allium altissimum Regel, Allium amethystinum Tausch, Allium angulosum L., Allium anisopodium Ledeb., Allium artemisietorum Eig & Feinbrun, Allium ascalonicum L., Allium atrosanguineum Schrenk, Allium backhousianum Regel, Allium beesianum W.W.Sm.)" ] } The dataset includes 355897 records from 1998 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002922-240202131308920/datasets/export for details. Data from some individual datasets included in this download may be licensed under less restrictive terms.
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) | 0.240 | 0.377 |
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".