Bibliographic record
Abstract
A dataset containing 24885 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Microchirita suddeei D.J.Middleton & Triboun, Microchirita tadphoensis C.Puglisi, Microchirita tetsanae C.Puglisi, Microchirita thailandica C.Puglisi, Microchirita tubulosa (Craib) A.Weber & D.J.Middleton, Microchirita viola (Ridl.) A.Weber & Rafidah, Microchirita woodii D.J.Middleton & Triboun, Middletonia C.Puglisi, Middletonia evrardii (Pellegr.) C.Puglisi, Middletonia glebosa C.Puglisi, Middletonia monticola (Triboun & D.J.Middleton) C.Puglisi, Middletonia multiflora (R.Br.) C.Puglisi, Middletonia multiflora var. caulescens (Z.R.Xu & B.L.Burtt) C.Puglisi, Middletonia regularis (Ridl.) C.Puglisi, Middletonia reticulata (Barnett) C.Puglisi, Monophyllaea albicalyx A.Weber, Monophyllaea andersonii B.L.Burtt, Monophyllaea anthocrena B.L.Burtt, Monophyllaea burttiana Kiew, Monophyllaea caulescens B.L.Burtt, Monophyllaea chinii B.L.Burtt, Monophyllaea cupiflora B.L.Burtt, Monophyllaea cupiflora var. aggregata B.L.Burtt, Monophyllaea elongata B.L.Burtt, Monophyllaea eymae B.L.Burtt, Monophyllaea fissilis B.L.Burtt, Monophyllaea glandulosa B.L.Burtt, Monophyllaea glauca var. beccarii (C.B.Clarke) B.L.Burtt, Monophyllaea glauca var. boraginea B.L.Burtt, Monophyllaea glauca var. hirta B.L.Burtt, Monophyllaea glauca var. versipes B.L.Burtt, Monophyllaea grandifolia Kiew & S.Julia, Monophyllaea hendersonii (B.L.Burtt) A.Weber, Monophyllaea hirticalyx var. furcata A.Weber, Monophyllaea hottae B.L.Burtt, Monophyllaea insignis B.L.Burtt, Monophyllaea insignis var. rubriflora B.L.Burtt, Monophyllaea kostermansii B.L.Burtt, Monophyllaea leuserensis B.L.Burtt, Monophyllaea meriraiensis Kiew & S.Julia, Monophyllaea musangensis A.Weber, Monophyllaea pendula B.L.Burtt, Monophyllaea ramosa B.L.Burtt, Monophyllaea sarangica B.L.Burtt, Monophyllaea selaborensis B.L.Burtt, Monophyllaea singularis (Balf.fil. & W.W.Sm.) B.L.Burtt, Monophyllaea singularis var. semiflorens B.L.Burtt, Monophyllaea stellata B.L.Burtt, Monophyllaea tenuis B.L.Burtt, Monophyllaea tetrasepala B.L.Burtt, Monophyllaea wildeana B.L.Burtt, Monopyle aurea Keene & J.L.Clark, Monopyle flava L.E.Skog, Monopyle glutinosa J.L.Clark & Keene, Monopyle grandiflora Wiehler, Monopyle lilacina (Lem.) L.E.Skog, Barrie & Boggan, Monopyle longicarpa J.L.Clark & Keene, Monopyle multiflora Keene & J.L.Clark, Monopyle reflexa (Rusby) Roalson & Boggan, Monopyle uniflora J.L.Clark & Keene, ×Moussoniantha cornellana Wiehler, Moussonia adpressipilosa D.L.Denham ex Ram.-Roa, Moussonia ampla L.E.Skog, Moussonia benitojuarezii Ram.-Roa & Flores-Fausto, Moussonia collina (Brandegee) Ram.-Roa, Moussonia fruticosa (Brandegee) Wiehler, Moussonia hirsutissima (C.V.Morton) Wiehler, Moussonia jaliscana (S.Watson) D.L.Denham ex Ram.-Roa, Moussonia larryskogii Ram.-Roa, Moussonia orientalis Ram.-Roa, Moussonia pedunculata (Brandegee) Ram.-Roa, Moussonia pendula (C.V.Morton) Ram.-Roa, Moussonia rupicola (Standl. & L.O.Williams) Wiehler, Moussonia serrulata (C.V.Morton) Wiehler, Moussonia skutchii (C.V.Morton & D.N.Gibson) Wiehler, Moussonia solitaria (C.V.Morton) Ram.-Roa, Moussonia strigosa (C.V.Morton) Wiehler, Moussonia tacanaensis Ram.-Roa, Moussonia tenuiflora Ram.-Roa, Moussonia viminalis (Brandegee) Wiehler, Napeanthus angustifolius Feuillet & L.E.Skog, Napeanthus loretensis L.E.Skog, Napeanthus rupicola Feuillet & L.E.Skog, Napeanthus spathulatus Leeuwenb., Nautilocalyx aeneus (Linden & André) Wiehler, Nautilocalyx antioquensis Wiehler, Nautilocalyx arenarius L.E.Skog & Steyerm., Nautilocalyx bicolor (Hook.) Wiehler, Nautilocalyx biserrulatus Kriebel, Nautilocalyx cataractarum Wiehler, Nautilocalyx colombianus Wiehler, Nautilocalyx decumbens (Mart.) Wiehler, Nautilocalyx ecuadorianus Wiehler, 1978, Nautilocalyx erytranthus J.L.Clark & M.M.Mora, Nautilocalyx fasciculatus L.E.Skog & Steyerm., Nautilocalyx glandulifer Wiehler, Nautilocalyx kohlerioides (Leeuwenb.) Wiehler, Nautilocalyx lehmannii Wiehler, Nautilocalyx leticianus Wiehler, Nautilocalyx luciani (E.Fourn.) Wiehler, Nautilocalyx maguirei L.E.Skog & Steyerm., Nautilocalyx membranaceus (C.V.Morton) Wiehler, Nautilocalyx mulfordii Wiehler, Nautilocalyx pemphidius L.E.Skog, Nautilocalyx peruvianus Wiehler, Nautilocalyx picturatus L.E.Skog, Nautilocalyx punctatus Wiehler, Nautilocalyx purpurascens Kriebel, Nautilocalyx resioides (Leeuwenb.) Wiehler, Nautilocalyx rugosus R.Rojas & J.L.Clark, Nautilocalyx sastrei Wiehler, Nautilocalyx silvaticus (Cuatrec.) Wiehler, Nautilocalyx speciosus Wiehler, Nautilocalyx urticifolius (Leeuwenb.) Wiehler, Nautilocalyx vinosus Wiehler, Nematanthus albus Chautems, Nematanthus australis Chautems, Nematanthus bradei (Handro) Chautems, Nematanthus brasiliensis (Vell.) Chautems, Nematanthus crassifolius (Schott) Wiehler, Nematanthus crassifolius subsp. chloronema (Mart.) Chautems, Nematanthus exsertus Chautems, Nematanthus fissus (Vell.) L.E.Skog, Nematanthus fornix (Vell.) Chautems, Nematanthus gregarius D.L.Denham, Nematanthus hirtellus (Schott) Wiehler, Nematanthus jolyanus (Handro) Chautems, Nematanthus kautskyi Chautems & Rossini, Nematanthus kuhlmannii (Handro) Chautems, Nematanthus lanceolatus (Poir.) Chautems, Nematanthus maculatus (Fritsch) Wiehler, Nematanthus mattosianus (Handro) H.E.Moore, Nematanthus mirabilis (Handro) Chautems, Nematanthus monanthos (Vell.) Chautems, Nematanthus punctatus Chautems, Nematanthus pycnophyllus Chautems, T.Lopes & M.Peixoto, Nematanthus sericeus (Hanst.) Chautems, Nematanthus serpens (Vell.) Chautems, Nematanthus striatus (Handro) Chautems, Nematanthus strigillosus (Mart.) H.E.Moore, Nematanthus tessmannii (Hoehne) Chautems, Nematanthus villosus (Hanst.) Wiehler, Nematanthus wettsteinii (Fritsch) H.E.Moore, Nematanthus wiehleri Chautems & M.Peixoto, Neomortonia Wiehler, Neomortonia rosea Wiehler, Niphaea pumila Boggan & L.E.Skog, Nomopyle Roalson & Boggan, Nomopyle dodsonii (Wiehler) Roalson & Boggan, Nomopyle peruviana (Wiehler) Roalson & Boggan, Oerstedina Wiehler, Oerstedina mexicana Wiehler, Oerstedina suffrutescens L.E.Skog, Microstigma Trautv., Oreocharis acaulis (Merr.) Mich.Möller & A.Weber, Oreocharis acutiloba (K.Y.Pan) Mich.Möller & W.H.Chen, Oreocharis agnesiae (Forrest ex W.W.Sm.) Mich.Möller & W.H.Chen, Oreocharis aimodisca Lei Cai, Z.L.Dao & F.Wen, Oreocharis argentifolia Lei Cai & Z.L.Dao, Oreocharis argyreia Chun ex K.Y.Pan, Oreocharis argyreia var. angustifolia K.Y.Pan, Oreocharis argyrophylla W.H.Chen, H.Q.Nguyen & Y.M.Shui, Oreocharis aurea var. cordato-ovata (C.Y.Wu ex H.W.Li) K.Y.Pan, A.L.Weitzman & L.E.Skog, Oreocharis auricula var. denticulata K.Y.Pan, Oreocharis baolianis (Q.W.Lin) Li H.Yang & M.Kang, Oreocharis begoniifolia (H.W.Li) Mich.Möller & A.Weber, Oreocharis billburttii Mich.Möller & W.H.Chen, Oreocharis blepharophylla W.H.Chen, H.Q.Nguyen & Y.M.Shui, Oreocharis bullata (W.T.Wang & K.Y.Pan) Mich.Möller & A.Weber, Oreocharis burtii (W.T.Wang) Mich.Möller & A.Weber, Oreocharis caobangensis T.V.Do, Y.G.Wei & F.Wen, Oreocharis chenzhouensis X.L.Yu, R.H.Tu & A.Liu, 2023, Oreocharis chienii (Chun) Mich.Möller & A.Weber, Oreocharis cinerea (W.T.Wang) Mich.Möller & A.Weber, Oreocharis concava (Craib) Mich.Möller & A.Weber, Oreocharis concava var. angustifolia (K.Y.Pan) Mich.Möller & A.Weber, Oreocharis convexa (Craib) Mich.Möller & A.Weber, Oreocharis cotinifolia (W.T.Wang) Mich.Möller & A.Weber, Oreocharis craibii Mich.Möller & A.Weber, Oreocharis crenata (K.Y.Pan) Mich.Möller & A.Weber, Oreocharis crispata W.H.Chen & Y.M.Shui, Oreocharis curvituba J.J.Wei & W.B.Xu, Oreocharis dalzielii (W.W.Sm.) Mich.Möller & A.Weber, Oreocharis dasyantha var. ferruginosa K.Y.Pan, Oreocharis dayaoshanioides Yan Liu & W.B.Xu, Oreocharis dentata A.L.Weitzman & L.E.Skog, Oreocharis dimorphosepala (W.H.Chen & Y.M.Shui) Mich.Möller, Oreocharis dinghushanensis (W.T.Wang) Mich.Möller & A.Weber, Oreocharis duyunensis Z.Y.Li, X.G.Xiang & Z.Y.Guo, Oreocharis elegantissima (H.Lév. & Vaniot) Mich.Möller & W.H.Chen, Oreocharis eriocarpa W.H.Chen & Y.M.Shui, Oreocharis eximia (Chun ex K.Y.Pan) Mich.Möller & A.Weber, Oreocharis fargesii (Franch.) Mich.Möller & A.Weber, Oreocharis farreri (Craib) Mich.Möller & A.Weber, Oreocharis flabellata (C.Y.Wu ex H.W.Li) Mich.Möller & A.Weber, Oreocharis flavovirens Xin Hong, Oreocharis fulva W.H.Chen & Y.M.Shui, Oreocharis gamosepala (K.Y.Pan) Mich.Möller & A.Weber, Oreocharis giraldii (Diels) Mich.Möller & A.Weber, Oreocharis glandulosa (Batalin) Mich.Möller & A.Weber, Oreocharis grandiflora W.H.Chen, Q.H.Nguyen & Y.M.Shui, Oreocharis guangwushanensis Z.L.Li & Xin Hong, Oreocharis guileana (B.L.Burtt) Li H.Yang & F.Wen, Oreocharis hainanensis S.J.Ling & M.X.Ren, Oreocharis hekouensis (Y.M.Shui & W.H.Chen) Mich.Möller & A.Weber, Oreocharis heterandra D.Fang & D.H.Qin, Oreocharis hongheensis (W.H.Chen & Y.M.Shui) Mich.Möller, Oreocharis humilis (W.T.Wang) Mich.Möller & A.Weber, Oreocharis jasminina S.J.Ling, F.Wen & M.X.Ren, Oreocharis jiangxiensis (W.T.Wang) Mich.Möller & A.Weber, Oreocharis jinpingensis W.H.Chen & Y.M.Shui, Oreocharis lacerata W.H.Chen & Y.M.Shui, Oreocharis lancifolia (Franch.) Mich.Möller & A.Weber, Oreocharis lancifolia var. mucronata (K.Y.Pan) Mich.Möller & A.Weber, Oreocharis latisepala (Chun ex K.Y.Pan) Mich.Möller & W.H.Chen, Oreocharis leiophylla W.T.Wang, Oreocharis leucantha (Diels) Mich.Möller & A.Weber, Oreocharis longifolia (Craib) Mich.Möller & A.Weber, Oreocharis longifolia var. multiflora (S.Y.Chen ex K.Y.Pan) Mich.Möller & A.Weber, Oreocharis longipedicellata Lei Cai & F.Wen, Oreocharis longitub
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.604 |
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; both teacher heads agree on what is shown here.
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".