Bibliographic record
Abstract
A dataset containing 412933 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Acianthera sigmoidea (Ames & C.Schweinf.) A.Doucette, Acianthera similis (Schltr.) Karremans, Chiron & Van den Berg, Acianthera simpliciflora (Dod) A.Doucette, Acianthera thysana (Luer & J.Portilla) Karremans, Acianthera trichophora (Lindl.) A.Doucette, Acianthera tunguraguae (F.Lehm. & Kraenzl.) A.Doucette, Aconitum arunii P.Agnihotri, D.Husain & T.Husain, Aconitum tuoliense W.T.Wang, Actaea muliensis J.P.Luo, Q.E.Yang & Q.Yuan, Actaea nanchuanensis (P.K.Hsiao) J.P.Luo, Q.Yuan & Q.E.Yang, Actephila alanbakeri Welzen & Ent, Actephila saccata Welzen & Heijkoop, Adelonema allenii (Croat) S.Y.Wong & Croat, Adelonema crinipes (Engl.) S.Y.Wong & Croat, Adelonema hammelii (Croat & Grayum) S.Y.Wong & Croat, Adelonema kvistii (Croat) S.Y.Wong & Croat, Adelonema mofflerianum (Croat & Grayum) S.Y.Wong & Croat, Adelonema orientale Croat, Adelonema pallidinervium Croat, Adelonema panamense Croat & Mansell, Adelonema peltatum (Mast.) S.Y.Wong & Croat, Adelonema picturatum (Linden & André) S.Y.Wong & Croat, Adelonema roezlii (Mast.) S.Y.Wong & Croat, Adelonema speariae (Bogner & Moffler) S.Y.Wong & Croat, Adelonema wallisii (Regel) S.Y.Wong & Croat, Adelonema wendlandii (Schott) S.Y.Wong & Croat, Adelonema yanamonoense Croat & Mansell, Adenocalymma apetiolatum L.H.Fonseca & L.G.Lohmann, Adenocalymma lineare L.H.Fonseca & Zuntini, Aechmea xinguana A.K.Koch, Ilk.-Borg. & Forzza, Aerides migueldavidii Cootes, Cabactulan & Naive, Aethionema alidaghenicum Yild., Aethionema annuum Yild., Aethionema apetalum Yild. & Kiliç, Aethionema bingoelicum Yild. & Kiliç, Aethionema compactum (Hartvig & Å.Strid) Yild., Aethionema dincii Yild., Aethionema dumelicum Yild., Aethionema ertughrulii Yild., Aethionema kilicii Yild., Aethionema ozbekii Yild., Aethionema turanicum Yild., Aethionema yildirimlii Kiliç, Afrosolen abyssinicus (R.Br. ex A.Rich.) Goldblatt & J.C.Manning, Afrosolen avasmontanus (Dinter) Goldblatt & J.C.Manning, Afrosolen bainesii (Baker) Goldblatt & J.C.Manning, Afrosolen coeruleus (Schinz) Goldblatt & J.C.Manning, Afrosolen erongoensis (Goldblatt & J.C.Manning) Goldblatt & J.C.Manning, Afrosolen erythranthus (Klotzsch ex Klatt) Goldblatt & J.C.Manning, Afrosolen gracilis (Vaupel) Goldblatt & J.C.Manning, Afrosolen masukuensis (Vaupel & Schltr.) Goldblatt & J.C.Manning, Afrosolen otaviensis (R.C.Foster) Goldblatt & J.C.Manning, Afrosolen rivularis (Wanntorp) Goldblatt & J.C.Manning, Afrosolen sandersonii (Baker) Goldblatt & J.C.Manning, Afrosolen schimperi (Asch. & Klatt) Goldblatt & J.C.Manning, Afrosolen setifolius (Harms) Goldblatt & J.C.Manning, Afrosolen teretifolius (Geerinck, Lisowski, Malaisse & Symoens) Goldblatt & J.C.Manning, Afrosolen zambesiacus (Goldblatt) Goldblatt & J.C.Manning, Agapetes oxycoccoides J.Murata, Nob.Tanaka & Ohi-Toma, Agapetes pentastigma J.Murata, Nob.Tanaka & H.Murata, Agapetes xiana Y.H.Tong, Airampoa soehrensii (Britton & Rose) Lodé, Ajuga reptans L., Alcantarea glaucifolia Leme & L.Kollmann, Alchemilla reflexa Frost-Ols., Allocasuarina anfractuosa Wege & S.R.Barrett, Alloneuron glomeratum C.Ulloa & Michelang., Allophylus bertoua Cheek, Allophylus samoritourei Cheek, Alocasia azlanii K.M.Wong & P.C.Boyce, Alpinia japonica (Thunb.) Miq., Alseis sertaneja L.Marinho & J.G.Jardim, Alsophila weidenbrueckii Lehnert, Alstroemeria stramonia M.C.Assis & Mello-Silva, Alternanthera paronychioides A.St.-Hil., Alysicarpus pokleanus Gholami & A.K.Pandey, Alyssum amasianum Karabacak & A.Duran, Alyssum mazandaranicum Mirzadeh & Assadi, Amaranthus ×wallichii Iamonico, Amauropelta demerarana (Baker) Boudrie & Cremers, Ameroglossum manoel-felixii L.P.Félix & E.M.Almeida, Amomum meghalayense V.P.Thomas, M.Sabu & Sanoj, Amorimia andersonii R.F.Almeida, Amorimia candidae R.F.Almeida, Amorimia coriacea (Griseb.) R.F.Almeida, Amorimia pellegrinii R.F.Almeida, Amorphophallus bubenensis J.T.Yin & Hett., Amorphophallus kienluongensis V.D.Nguyen, Luu & Hett., Amphitecna loreae Ortíz-Rodr. & Burelo, Amyris jorgemeavei Hern.-Barón, Espejo, Pérez-García, Cerros & López-Ferr., Anacampseros specksii Dreher, Anacyclus ×malvesiensis J.L.Lozano, Anathallis adrianae (Luer & Sijm) Karremans, Anathallis anfracta (Luer) Karremans, Anathallis deborana (Carnevali & I.Ramírez) Carnevali & I.Ramírez, Anathallis manausensis Krahl, Valsko & Chiron, Anathallis microtis (Schltr.) Karremans, Anathallis pemonum (Carnevali & I.Ramírez) G.A.Romero, Carnevali & Toscano, Anchietea ballardii Paula-Souza, Andinia dactyla (Garay) Karremans & S.V.Uribe, Andinia lueri S.V.Uribe & Karremans, Andinia sunchubambensis A.Doucette & Janovec, Andinia uchucayensis A.Doucette & J.Portilla, Andrographis megamalayana Gnanasek., Karupp. & G.V.S.Murthy, Anemia andersonii Mickel & Labiak, Anemia denticulata Mickel, Anemia eriodes Mickel, Anemia irwinii Mickel, Anemia labiakii Mickel, Anemia lanata Mickel, Anemia lindsaeoides Mickel, Anemia ×mexiae L.S.Rabelo & Schwartsb., Anemia mickelii L.S.Rabelo & Schwartsb., Anemia mynsseniana Mickel, Anemia nicaraguensis Mickel, Anemia oblanceolata Mickel, Anemia patens Mickel & Labiak, Anemia phyllitidis (L.) Sw., Anemia ×promiscua L.S.Rabelo & Schwartsb., Anemia pubescens Mickel & Labiak, Anemia rauhiana Mickel, Anemia rosulata Mickel, Anemia ×semihispida L.S.Rabelo & Schwartsb., Anemia sertaneja Mickel & Labiak, Anemonastrum canadense (L.) Mosyakin, Anemonastrum dichotomum (L.) Mosyakin, Anemonastrum richardsonii (Hook.) Mosyakin, Anemotrochus eggersii (Schltr.) Mangelsdorff, Meve & Liede, Anemotrochus viridivenius (Alain) Mangelsdorff, Meve & Liede, Anemotrochus yamanigueyensis Mangelsdorff, Meve & Liede, Angelica turcica Hamzaoglu & Koç, Angraecum biteaui M.Simo & Stévart, Angraecum lanceolatum Jecmenica, Stévart & Droissart, Aniba inaequabilis Da Matta, Anodendron parviflorum (Roxb.) I.M.Turner, Anthemis funkii (Sch.Bip. ex Willk.) Benedí, Anthoxanthum ecklonii (Nees ex Trin.) Stapf, Anthriscus lamprocarpa Boiss., Anthurium albispadix (Croat & J.Rodr.) Croat & O.Ortiz, Anthurium annularum O.Ortiz, Croat & Baldini, Anthurium christeliae Croat & O.Ortiz, Anthurium chucantiense O.Ortiz, Croat & Baldini, Anthurium filamatamaense Croat & O.Ortiz, Anthurium intactum Croat & O.Ortiz, Anthurium lasabanetaense Croat & O.Ortiz, Anthurium mucuri E.G.Gonç. & L.F.A.Paula, Anthurium palosecense Croat & O.Ortiz, Anthurium roseonaviculare Croat & O.Ortiz, Anthurium solanoi Croat & O.Ortiz, Anthurium suffusum Croat & O.Ortiz, Antirrhinum ×bilbilitanum Güemes & Mateo, Antirrhinum ×inexpectans P.P.Ferrer, R.Roselló, E.Laguna & Güemes, Antrophyopsis bivittata (C.Chr.) Schuettp., Antrophyopsis boryana (Bory ex Willd.) Schuettp., Antrophyopsis manniana (Hook.) Schuettp., Anzhengxia yechengnica (C.H.An) Al-Shehbaz & D.A.German, Aphyllon arizonicum (L.T.Collins) A.C.Schneid., Aphyllon californicum (Cham. & Schltdl.) A.Gray, Aphyllon chilense (Phil.) A.C.Schneid., Aphyllon cooperi A.Gray, Aphyllon corymbosum (Rydb.) A.C.Schneid., Aphyllon parishii (Jeps.) A.C.Schneid., Aphyllon riparium (L.T.Collins) A.C.Schneid., Aphyllon robbinsii (Heckard) A.C.Schneid., Aphyllon tacnaense (Mattf.) A.C.Schneid., Aphyllon tarapacanum (Phil.) A.C.Schneid., Aphyllon validum (Jeps.) A.C.Schneid., Aphyllon vallicolum (Jeps.) A.C.Schneid., Aphyllon weberbaueri (Mattf.) A.C.Schneid., Aphyllorchis montana Rchb.f., Aponogeton dassanayakei Manaw. & Yakand., Aponogeton kannangarae M.A.Silva, Deshaprema & Manamperi, Apostasia fogangica Y.Y.Yin, P.S.Zhong & Z.J.Liu, Appendicula reflexa Blume, Aptosimum radiatum Kolberg & van Slageren, Aquilegia grubovii Erst, Luferov & K.Wei Wang, Arabis erecta Y.Y.Kim & C.G.Jang, Arctostaphylos patula Greene, Arctostaphylos purissima P.V.Wells, Areca jokowi Heatubun, Arenaria carinata (Muschl.) Molinari, Arenaria horizontalis (Muschl.) Molinari, Arenaria peruviana (Muschl.) Molinari, Arenaria pintaudii Molinari, Arenaria reinholdiana Molinari, Argemone ×hybrida R.Otto & Verloove, Argentina contigua (Soják) Y.H.Tong & N.H.Xia, Argentina gracilescens (Soják) Y.H.Tong & N.H.Xia, Argentina novoguineensis (Merr. & L.M.Perry) Danet, Argentina polyphylloides (H.Ikeda & H.Ohba) Y.H.Tong & N.H.Xia, Argentina wanimboi Danet, Argentina wenchuensis (H.Ikeda & H.Ohba) Y.H.Tong & N.H.Xia, Argostemma laotica Lanors. & Chantar., Argyreia ankylophlebia Traiperm & Staples, Argyreia dokmaihom Traiperm & Staples, Argyreia inaequisepala Traiperm & Staples, Arisaema brinchangense Y.W.Low, Scherber. & Gusman, Arisaema langbiangense Luu, Nguyen-Phi & H.T.Van, Aristida pseudochiclayensis Gut.Peralta & R.Castañeda, Aristolochia albopilosa M.González, S.González & Barrie, Aristolochia brunneomaculata I.S.Abreu & Giul., Aristolochia nahua Paizanni & Santana Mich., Aristolochia pacifica Santana Mich. & Paizanni, Aristolochia savannoidea Paizanni & M.Ramírez, Aristolochia tuitensis Santana Mich. & Paizanni, Aristolochia zebrina J.Freitas & F.González, Armeria ×pilariae Sánchez Gullón, Muñoz Rodr. & Polo Ávila, Artabotrys manoranjanii M.V.Ramana, J.Swamy & K.C.Mohan, Artemisia neosinensis B.H.Jiao & T.G.Gao, Artemisia sacrorum Ledeb. ex Hook.f., 1881, Asimina ×piedmontana C.N.Horn, Asparagus cochinchinensis (Lour.) Merr., Asperula tymphaea T.Gregor, Meierott & Raus, Aspidogyne caraguatatubensis M.R.Miranda, Engels & E.C.Smidt, Aspidogyne jussariensis Ormerod, Asplenium andr
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 | 0.007 | 0.011 |
| 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) | 0.206 | 0.320 |
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".