Bibliographic record
Abstract
A dataset containing 672640 species occurrences available in GBIF matching the query: { "and" : [ "HasCoordinate is true", "HasGeospatialIssue is false", "TaxonKey is one of (Cerastium glomeratum Thuill., Cerastium nutans Raf., Cercidium floridum Benth. ex A.Gray, Cercidium microphyllum (Torr.) Rose & I.M.Johnst., Cercis canadensis L., Cercis occidentalis Torr. ex A.Gray, Cercocarpus betuloides Nutt., Cerinthe major L., Cevallia sinuata Lag., Chaenactis douglasii (Hook.) Hook. & Arn., Chaenactis glabriuscula DC., Chaenactis stevioides Hook. & Arn., Chaerophyllum procumbens (L.) Crantz, Chaerophyllum temulum L., Chaetopappa asteroides (Nutt.) DC., Chamaebatiaria millefolium (Torr.) Maxim., Chamaecrista fasciculata (Michx.) Greene, Chamaedaphne calyculata (L.) Moench, Chamaemelum nobile (L.) All., Chamaenerion angustifolium (L.) Scop., Chamaesaracha coniodes (Moric. ex Dunal) Britton, Chamaesaracha edwardsiana Averett, Chamaesaracha sordida (Dunal) A.Gray, Chamerion angustifolium (L.) Holub, Chamerion angustifolium (L.) Holub, Chamerion latifolium (L.) Holub, Chapmannia floridana Torr. & A.Gray, Chelone lyonii Pursh, Chenopodium album L., Chilopsis linearis (Cav.) Sweet, Chimaphila umbellata (L.) W.P.C.Barton, Chlorogalum grandiflorum Hoover, Chlorogalum pomeridianum (DC.) Kunth, Chloropyron maritimum (Nutt. ex Benth.) A.Heller, Choisya ternata Kunth, Chondrilla juncea L., Chorispora tenella (Pall.) DC., Chorizanthe pungens Benth., Chorizanthe robusta var. hartwegii (Benth.) Reveal & R.Morgan, Chrysolepis sempervirens (Kellogg) Hjelmq., Chrysopsis highlandsensis De Laney & Wunderlin, Chrysopsis mariana (L.) Elliott, Chrysopsis subulata Small, Chrysothamnus depressus Nutt., Chrysothamnus greenei (A.Gray) Greene, Chrysothamnus vaseyi (A.Gray) Greene, Chrysothamnus viscidiflorus (Hook.) Nutt., Chylismia claviformis subsp. peirsonii (Munz) W.L.Wagner & Hoch, Cichorium intybus L., Cicuta maculata L., Circaea lutetiana L., Cirsium altissimum (L.) Spreng., Cirsium arvense (L.) Scop., Cirsium calcareum (M.E.Jones) Wooton & Standl., Cirsium canescens Nutt., Cirsium coahuilense G.B.Ownbey & Pinkava, Cirsium discolor (Muhl. ex Willd.) Spreng., Cirsium drummondii Torr. & A.Gray, Cirsium clokeyi S.F.Blake, Cirsium edule Nutt., Cirsium ehrenbergii Sch.Bip., Cirsium engelmannii Rydb., Cirsium fontinale var. fontinale, Cirsium hookerianum Nutt., Cirsium horridulum var. vittatum (Small) R.W.Long, Cirsium arvense (L.) Scop., Cirsium muticum Michx., Cirsium neomexicanum A.Gray, Cirsium nivale (Kunth) Sch.Bip., Cirsium nuttalii DC., Cirsium occidentale (Nutt.) Jeps., Cirsium palustre (L.) Scop., Cirsium pumilum var. hillii (Canby) B.Boivin, Cirsium scariosum Nutt., Cirsium texanum Buckley, Cirsium undulatum (Nutt.) Spreng., Cirsium vulgare (Savi) Ten., Cirsium wheeleri (A.Gray) Petr., Cirsium wrightii A.Gray, Cissus trifoliata (L.) L., Cistanthe grandiflora (Lindl.) Schltdl., Cistanthe umbellata (Torr.) Hershk., Cistus salviifolius L., Citrullus lanatus (Thunb.) Matsum. & Nakai, Clarkia amoena (Lehm.) A.Nelson & J.F.Macbr., Clarkia amoena subsp. amoena, Clarkia biloba (Durand) A.Nelson & J.F.Macbr., Clarkia bottae (Spach) F.H.Lewis & M.E.Lewis, Clarkia pulchella Pursh, Clarkia purpurea (Curtis) A.Nelson & J.F.Macbr., Clarkia rubicunda (Lindl.) F.H.Lewis & M.E.Lewis, Clarkia speciosa F.H. & M.E.Lewis, Clarkia unguiculata Lindl., Clarkia williamsonii (Durand & Hilg.) F.H.Lewis & M.E.Lewis, Clarkia xantiana A.Gray, Claytonia caroliniana Michx., Claytonia perfoliata Donn., Claytonia rosea Rydb., Claytonia virginica L., Clematis columbiana (Nutt.) Torr. & A.Gray, Clematis hirsutissima Pursh, Clematis integrifolia L., Clematis ligusticifolia Nutt. ex Torr. & A.Gray, Clematis macropetala Ledeb., Clematis occidentalis (Hornem.) DC., Clematis orientalis L., Clematis pitcheri Torr. & A.Gray, Clematis tangutica (Maxim.) Korsh., Clematis terniflora DC., Clematis virginiana L., Cleomella lutea (Hook.) Roalson & J.C.Hall, Cleomella obtusifolia Torr. & Frém., Cleomella plocasperma S.Watson, Cleomella serrulata (Pursh) Roalson & J.C.Hall, Clethra alnifolia L., Clinopodium ashei (Weath.) Small, Clinopodium carolinianum Mill., Clinopodium douglasii (Benth.) Kuntze, Clinopodium nepeta (L.) Kuntze, Clinopodium vulgare L., Clintonia borealis (Aiton) Raf., Coccoloba uvifera (L.) L., Collinsia bartsiifolia Benth., Collinsia grandiflora Douglas ex Lindl., Collinsia heterophylla Buist ex Graham, Collinsia multicolor Lindl. & Paxton, Collinsia parviflora Douglas ex Lindl., Collinsia verna Nutt., Comandra umbellata (L.) Nutt., Commelina erecta L., Condea emoryi (Torr.) Harley & J.F.B.Pastore, Hyptis verticillata Jacq., Conium maculatum L., Conoclinium betonicifolium (Mill.) R.M.King & H.Rob., Conoclinium coelestinum (L.) DC., Conoclinium dissectum A.Gray, Consolida ajacis (L.) Schur, Convolvulus arvensis L., Convolvulus equitans Benth., Convolvulus hermanniae subsp. hermanniae, Cordylanthus parviflorus (Ferris) Wiggins, Cordylanthus ramosus Nutt. ex Benth, Cordylanthus rigidus subsp. setigerus T.I.Chuang & Heckard, Cordylanthus rigidus subsp. rigidus, Cordylanthus wrightii A.Gray, Coreopsis basalis (Otto & A.Dietr.) S.F.Blake, Coreopsis delphiniifolia Lam., Leptosyne douglasii DC., Leptosyne gigantea Kellogg, Coreopsis grandiflora Hogg ex Sweet, Coreopsis lanceolata L., Coreopsis leavenworthii Torr. & A.Gray, Coreopsis major Walter, Coreopsis palmata Nutt., Coreopsis tinctoria Nutt., Coreopsis tripteris L., Coreopsis verticillata L.)", "Country is one of (Canada, Mexico, United States of America)" ] } The dataset includes 672640 records from 443 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004144-231002084531237/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) | 0.218 | 0.348 |
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".