Bibliographic record
Abstract
A dataset containing 50149 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Agrostis scabra Willd., Allium tricoccum var. burdickii Hanes, Alnus incana subsp. tenuifolia (Nutt.) Breitung, Alnus serrulata (Aiton) Willd., Amelanchier alnifolia var. humptulipensis (G.N.Jones) C.L.Hitchc., Amphicarpaea bracteata (L.) Fernald, Amphicarpaea bracteata var. comosa (L.) C.F.Reed, Arctous rubra (Rehder & E.H.Wilson) Nakai, Betula cordifolia Regel, Betula ×minor (Tuck.) Fernald, Bromus carinatus Hook. & Arn., Bromus carinatus var. marginatus (Nees ex Steud.) Barkworth & Anderton, Carpinus caroliniana Walter, Carpinus caroliniana subsp. virginiana (Marshall) Furlow, Cephalanthus occidentalis L., Cephalanthus occidentalis f. occidentalis, Clinopodium douglasii (Benth.) Kuntze, Cornus nuttallii Audubon ex Torr. & A.Gray, Crataegus aquacervensis J.B.Phipps & O'Kennon, Crataegus atrovirens J.B.Phipps & O'Kennon, Crataegus beata Sarg., Crataegus brainerdii Sarg., Crataegus calpodendron (Ehrh.) Medik., Crataegus canadensis Sarg., Crataegus castlegarensis J.B.Phipps & O'Kennon, Crataegus chrysocarpa Ashe, Crataegus chrysocarpa var. blanchardii (Sarg.) J.B.Phipps, Crataegus chrysocarpa var. chrysocarpa, Crataegus chrysocarpa var. faxonii (Sarg.) Eggl., Crataegus chrysocarpa var. phoeniceoides J.B.Phipps & Sennikov, Crataegus chrysocarpa var. piperi (Britton) Kruschke, Crataegus chrysocarpa var. subrotundifolia (Sarg.) Phipps, Crataegus chrysocarpa var. vernonensis J.B.Phipps & O'Kennon, Crataegus coccinea L., Crataegus coccinea var. coccinea, Crataegus coccinea var. fulleriana (Sarg.) J.A.Macklin & J.B.Phipps, Crataegus coccinea var. pringlei (Sarg.) J.A.Macklin & J.B.Phipps, Crataegus coccinioides Ashe, Crataegus cognata Sarg., Crataegus compacta Sarg., Crataegus crus-galli L., Crataegus crus-galli var. crus-galli, Crataegus cupressocollina J.B.Phipps & O'Kennon, Crataegus dodgei Ashe, Crataegus enderbyensis J.B.Phipps & O'Kennon, Crataegus flabellata Bosc ex M.Roem., Crataegus florifera Sarg., Crataegus fluviatilis Sarg., Crataegus formosa Sarg., Crataegus gaylussacia A.Heller, Crataegus holmesiana Ashe, Crataegus intricata Lange, Crataegus irrasa Sarg., Crataegus jesupii Sarg., Crataegus jonesiae Sarg., Crataegus ×knieskerniana Sarg., Crataegus laevigata (Poir.) DC., Crataegus lemingtonensis Sarg., Crataegus lumaria Ashe, Crataegus macrosperma Ashe, Crataegus magniflora Sarg., Crataegus margarettae Ashe, Crataegus margarettae var. angustifolia E.J.Palmer, Crataegus margarettae f. margarettae, Crataegus mollis (Torr. & A.Gray) Scheele, Crataegus mollis var. incisifolia Kruschke ex J.B.Phipps, Crataegus mollis var. mollis, Crataegus nitidula Sarg., Crataegus okanaganensis J.B.Phipps & O'Kennon, Crataegus okanaganensis var. okanaganensis, Crataegus okanaganensis var. wellsii J.B.Phipps & O'Kennon, Crataegus okennonii J.B.Phipps, Crataegus orbicularis J.B.Phipps & O'Kennon, Crataegus pennsylvanica Ashe, Crataegus perjucunda Sarg., Crataegus persimilis Sarg., Crataegus phippsii O'Kennon, Crataegus populnea Ashe, Crataegus prona Ashe, Crataegus pruinosa H.L.Wendl., Crataegus pruinosa var. dissona (Sarg.) J.B.Phipps, Crataegus pruinosa var. parvula (Sarg.) J.B.Phipps, Crataegus pruinosa var. pruinosa, Crataegus pruinosa var. rugosa (Ashe) Kruschke, Crataegus pruinosa var. virella (Ashe) Kruschke, Crataegus punctata Jacq., Crataegus purpurella J.B.Phipps & O'Kennon, Crataegus rivuloadamensis J.B.Phipps & O'Kennon, Crataegus rivulopugnensis J.B.Phipps & O'Kennon, Crataegus rubribracteolata J.B.Phipps & O'Kennon, Crataegus scabrida Sarg., Crataegus scabrida var. asperifolia (Sarg.) Kruschke, Crataegus scabrida var. cyclophylla (Sarg.) Kruschke, Crataegus scabrida var. egglestonii (Sarg.) Kruschke, Crataegus schuettei Ashe, Crataegus schuettei var. schuettei, Crataegus sheila-phippsiae J.B.Phipps & O'Kennon, Crataegus sheila-phippsiae var. saskatchewanensis J.B.Phipps & O'Kennon, Crataegus sheila-phippsiae var. sheila-phippsiae, Crataegus sheridana A.Nelson, Crataegus shuswapensis J.B.Phipps & O'Kennon, Crataegus stolonifera Sarg., Crataegus submollis Sarg., Crataegus suborbiculata Sarg., Crataegus succulenta Schrad. ex Link, Crataegus succulenta var. gemmosa (Sarg.) Kruschke, Crataegus succulenta var. michiganensis (Ashe) E.J.Palmer, Crataegus succulenta var. succulenta, Crataegus ursopedensis J.B.Phipps & O'Kennon, Xanthocyparis nootkatensis (D.Don) Farjon & Harder, Dichanthelium boreale (Nash) Freckmann, Dichanthelium clandestinum Linnaeus, 1753, Dichanthelium dichotomum Linnaeus, 1753, Dichanthelium dichotomum subsp. dichotomum, Dichanthelium latifolium Linnaeus, 1753, Dichanthelium leibergii (Vasey) Freckmann, Dichanthelium linearifolium (Scribn.) Gould, Dichanthelium wilcoxianum (Vasey) Freckmann, Dichanthelium xanthophysum (A.Gray) Freckmann, Diervilla lonicera Mill., Elaeagnus commutata Bernh. ex Rydb., Festuca rubra subsp. arctica (Hack.) Govor., Gleditsia triacanthos L., Heracleum sphondylium L., Hordeum brachyantherum Nevski, Hordeum jubatum subsp. intermedium Bowden, Hordeum jubatum var. jubatum, Ilex mucronata (L.) M.Powell, Savol. & S.Andrews, Ilex verticillata (L.) A.Gray, Kalmia angustifolia L., Kalmia angustifolia f. angustifolia, Lactuca tatarica (L.) C.A.Mey., Lactuca tatarica subsp. pulchella (Pursh) Stebbins, Leymus mollis subsp. villosissimus (Scribn.) Á.Löve & D.Löve, Lindera benzoin (L.) Meisn., Linum compactum A.Nelson, Linum striatum Walter, Linum usitatissimum L., Lonicera canadensis Bartram ex Marshall, Lupinus arbustus Douglas, Lupinus arcticus S.Watson, Lupinus argenteus Pursh, Lupinus bicolor Lindl., Lupinus depressus Rydb., Lupinus kuschei Eastw., Lupinus latifolius Lindl. ex J.Agardh, Lupinus lepidus Douglas ex Lindl., Lupinus leucophyllus Douglas ex Lindl., Lupinus microcarpus Sims, Lupinus oreganus A.Heller, Lupinus perennis L., Lupinus polyphyllus var. burkei (S.Watson) C.L.Hitchc., Lupinus pusillus Pursh, Lupinus rivularis Douglas ex Lindl., Lupinus sericeus Pursh, Lupinus sulphureus Douglas, Nuphar polysepalum Engelm., Ostrya virginiana (Mill.) K.Koch, Pascopyrum smithii (Rydb.) Barkworth & D.R.Dewey, Philadelphus lewisii var. lewisii, Physalis longifolia Nutt., Physalis longifolia var. subglabrata (Mack. & Bush) Cronquist, Picea engelmannii f. engelmannii, Platanus occidentalis L., Poa abbreviata subsp. pattersonii (Vasey) Á.Löve, D.Löve & B.M.Kapoor, Poa arctica subsp. caespitans Nannf., Poa arctica subsp. lanata (Scribn. & Merr.) Soreng, Poa eminens J.Presl, Poa hartzii subsp. vrangelica (Tzvelev) Soreng & L.J.Gillespie, Poa pratensis subsp. alpigena (Lindm.) Hiitonen, Poa pratensis subsp. angustifolia (L.) Schübl. & G.Martens, 1834, Potentilla anserina Jeps., Potentilla anserina subsp. anserina, Potentilla anserina subsp. groenlandica Tratt., Pseudoroegneria spicata (Pursh) Á.Löve, Ptelea trifoliata L., Ptelea trifoliata subsp. trifoliata, Rhododendron columbianum (Piper) Harmaja, Rhus aromatica Aiton, Rhus aromatica var. aromatica, Rhus copallina L., Rhus copallinum var. copallinum, Rhus glabra L., Rhus typhina L., Rosa carolina subsp. carolina, Rosa carolina subsp. subserrulata (Rydb.) W.H.Lewis, Rubus arcticus subsp. arcticus, Salix discolor Muhl., Salix nigra Marshall, Salix pellita Andersson, Schizachyrium scoparium subsp. scoparium, Sedum oreganum subsp. tenue R.T.Clausen, Silphium integrifolium var. laeve Torr. & A.Gray, Silphium perfoliatum var. perfoliatum, Tradescantia occidentalis (Britton) Smyth, Tradescantia occidentalis var. occidentalis, Tradescantia ohiensis Raf., Trifolium dichotomum Hook. & Arn., Urtica dioica subsp. dioica, Viburnum cassinoides L., Viburnum lantanoides Michx., Vicia caroliniana Walter)", "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)", "Country is Canada", "HasCoordinate is true", "HasGeospatialIssue is false" ] } The dataset includes 50149 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092931-210914110416597/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) | 0.212 | 0.350 |
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".