Bibliographic record
Abstract
A dataset containing 3160917 species occurrences available in GBIF matching the query: { "and" : [ "HasGeospatialIssue is false", "HasCoordinate is true", "Year is greater than or equal to 1960", { "or" : [ "Country is Canada", "Country is United States of America", "Country is Mexico" ] }, "OccurrenceStatus is Present", { "not" : { "BasisOfRecord" : [ "is one of (Fossil, Living Specimen)" ] } }, "TaxonKey is one of (Abies amabilis Douglas ex J.Forbes, Abies balsamea (L.) Mill., Abies concolor (Gordon) Lindl. ex Hildebr., Abies fraseri (Pursh) Poir., Abies grandis (Douglas ex D.Don) Lindl., Abies lasiocarpa var. arizonica (Merriam) Lemmon, Abies lasiocarpa (Hook.) Nutt., Abies magnifica A.Murray bis, Abies shastensis (Lemmon) Lemmon, Abies procera Rehd., Chamaecyparis lawsoniana (A.Murray bis) Parl., Chamaecyparis nootkatensis (D.Don) Spach, Chamaecyparis thyoides (L.) Britton, Sterns & Poggenb., Cupressus arizonica Greene, Cupressus macrocarpa Hartw. ex Gordon, Cupressus sargentii Jeps., Juniperus pinchotii Sudw., Juniperus coahuilensis (Martínez) Gaussen ex R.P.Adams, Juniperus flaccida Schltdl., Juniperus ashei J.T.Buchholz, Juniperus californica Carrière, Juniperus deppeana Steud., Juniperus occidentalis Hook., Juniperus osteosperma (Torr.) Little, Juniperus scopulorum Sarg., Juniperus virginiana var. silicicola (Small) E.Murray, Juniperus virginiana L., Juniperus monosperma (Engelm.) Sarg., Larix laricina (Du Roi) K.Koch, Larix lyallii Parl., Larix occidentalis Nutt., Calocedrus decurrens (Torr.) Florin, Picea abies (L.) H.Karst., Picea breweriana S.Watson, Picea engelmannii Parry ex Engelm., Picea glauca (Moench) Voss, Picea mariana (Mill.) Britton et al., Picea pungens Engelm., Picea rubens Sarg., Picea sitchensis (Bong.) Carrière, Pinus albicaulis Engelm., Pinus aristata Engelm., Pinus attenuata Lemmon, Pinus balfouriana Balf., Pinus banksiana Lamb., Pinus edulis Engelm., Pinus clausa (Chapm. ex Engelm.) Sarg., Pinus contorta Douglas ex Loudon, Pinus coulteri D.Don, Pinus echinata Mill., Pinus elliottii Engelm., Pinus engelmannii Carrière, Pinus flexilis E.James, Pinus strobiformis Engelm., Pinus glabra Walter, Pinus jeffreyi Balf., Pinus lambertiana Douglas, Pinus leiophylla Schiede ex Schltdl. & Cham., Pinus monticola Douglas ex D.Don, Pinus palustris Mill., Pinus ponderosa Douglas ex C.Lawson, Pinus pungens Lamb., Pinus resinosa Aiton, Pinus rigida Mill., Pinus sabiniana Douglas ex D.Don, Pinus serotina Michx., Pinus strobus L., Pinus sylvestris L., Pinus taeda L., Pinus virginiana Mill., Pinus monophylla Torr. & Frém., Pinus discolor D.K.Bailey & Hawksw., Pinus arizonica Engelm., Pinus nigra J.F.Arnold, Pinus washoensis Mason & Stockw., Pinus cembroides Zucc., Pinus remota (Little) D.K.Bailey & Hawksw., Pinus longaeva D.K.Bailey, Pinus monophylla var. fallax (Little) Silba, Pseudotsuga menziesii (Mirb.) Franco, Sequoia sempervirens (D.Don) Endl., Taxodium distichum (L.) Rich., Taxodium ascendens Brongn., Taxus brevifolia Nutt., Thuja occidentalis L., Thuja plicata Donn ex D.Don, Torreya californica Torr., Tsuga canadensis (L.) Carrière, Tsuga caroliniana Engelm., Tsuga heterophylla (Raf.) Sarg., Tsuga mertensiana (Bong.) Carrière, Acacia farnesiana (L.) Willd., Acer barbatum Michx., Acer macrophyllum Pursh, Acer negundo L., Acer nigrum F.Michx., Acer pensylvanicum L., Acer rubrum L., Acer saccharinum L., Acer saccharum Marshall, Acer spicatum Lam., Acer platanoides L., Acer glabrum Torr., Acer grandidentatum Nutt. ex Torr. & A.Gray, Acer leucoderme Small, Aesculus glabra Willd., Aesculus flava Sol., Aesculus californica (Spach) Nutt., Aesculus glabra var. arguta (Buckley) B.L.Rob., Ailanthus altissima (Mill.) Swingle, Albizia julibrissin Durazz., Alnus rubra Bong., Alnus rhombifolia Nutt., Alnus oblongifolia Torr., Alnus glutinosa (L.) Gaertn., Amelanchier arborea (F.Michx.) Fernald, Amelanchier sanguinea (Pursh) DC., Arbutus menziesii Pursh, Arbutus arizonica (A.Gray) Sarg., Arbutus xalapensis Kunth, Asimina triloba (L.) Dunal, Betula alleghaniensis Britton, Betula lenta L., Betula nigra L., Betula occidentalis Hook., Betula papyrifera Marshall, Betula populifolia Marshall, Sideroxylon lanuginosum subsp. lanuginosum, Carpinus caroliniana Walter, Carya aquatica (F.Michx.) Nutt., Carya cordiformis (Wangenh.) K.Koch, Carya glabra (Mill.) Sweet, Carya illinoinensis (Wangenh.) K.Koch, Carya laciniosa (F.Michx.) Loudon, Carya myristiciformis (F.Michx.) Nutt., Carya ovata (Mill.) K.Koch, Carya texana Buckley, Carya tomentosa (Lam.) Nutt., Carya pallida (Ashe) Engl. & Graebn., Carya ovalis (Wangenh.) Sarg., Castanea dentata (Marshall) Borkh., Castanea pumila (L.) Mill., Castanea pumila var. ozarkensis (Ashe) G.E.Tucker, Castanea mollissima Blume, Chrysolepis chrysophylla var. chrysophylla, Catalpa bignonioides Walter, Catalpa speciosa (Warder ex Barney) Warder ex Engelm., Celtis laevigata Willd., Celtis occidentalis L., Celtis laevigata var. reticulata (Torr.) L.D.Benson, Cercis canadensis L., Cercocarpus ledifolius Nutt., Cladrastis kentukea (Dum.Cours.) Rudd, Cornus florida L., Cornus nuttallii Audubon ex Torr. & A.Gray, Crataegus crus-galli L., Crataegus mollis (Torr. & A.Gray) Scheele, Eucalyptus globulus Labill., Eucalyptus grandis W.Hill ex Maiden, Diospyros virginiana L., Diospyros texana Scheele, Ehretia anacua (Terán & Berl.) I.M.Johnst., Fagus grandifolia Ehrh., Fraxinus americana L., Fraxinus latifolia Benth., Fraxinus nigra Marshall, Fraxinus pennsylvanica Marshall, Fraxinus profunda (Bush) Bush, Fraxinus quadrangulata Michx., Fraxinus velutina Torr., Fraxinus caroliniana Mill., Fraxinus texensis (A.Gray) Sarg., Gleditsia aquatica Marshall, Gleditsia triacanthos L., Gordonia lasianthus L. ex Ellis, Ginkgo biloba L., Gymnocladus dioicus (L.) K.Koch, Halesia carolina L., Halesia diptera J.Ellis ex L., Ilex opaca Aiton, Juglans cinerea L., Juglans nigra L., Juglans hindsii (Jeps.) Jeps. ex R.E.Sm., Juglans microcarpa Berl., Juglans major (Torr.) A.Heller, Liquidambar styraciflua L., Liriodendron tulipifera L., Lithocarpus densiflorus (Hook. & Arn.) Rehder, Maclura pomifera (Raf. ex Sarg.) C.K.Schneid., Magnolia acuminata (L.) L., Magnolia grandiflora L., Magnolia virginiana L., Magnolia macrophylla Michx., Magnolia fraseri Walter, Magnolia tripetala (L.) L., Malus fusca (Raf.) C.K.Schneid., Malus angustifolia (Aiton) Michx., Malus coronaria (L.) Mill., Malus ioensis (Alph.Wood) Britton, Morus alba L., Morus rubra L., Morus microphylla Buckley, Nyssa aquatica L., Nyssa ogeche W.Bartram ex Marshall, Nyssa sylvatica Marshall, Nyssa biflora Walter, Ostrya virginiana (Mill.) K.Koch, Oxydendrum arboreum (L.) DC., Paulownia tomentosa (Thunb.) Steud., Persea borbonia (L.) Spreng., Planera aquatica J.F.Gmel., Platanus occidentalis L., Platanus wrightii S.Watson, Populus balsamifera L., Populus deltoides W.Bartram ex Marshall, Populus grandidentata Michx., Populus heterophylla L., Populus deltoides subsp. monilifera (Aiton) Eckenw., Populus tremuloides Michx., Populus balsamifera subsp. trichocarpa (Torr. & A.Gray ex Hook.) Brayshaw, Populus fremontii S.Watson, Populus angustifolia E.James, Populus alba L., Prosopis glandulosa Torr., Prosopis velutina Wooton, Prosopis pubescens Benth., Prunus pensylvanica L.fil., Prunus serotina Ehrh., Prunus virginiana L., Prunus persica (L.) Stokes, Prunus nigra Aiton, Prunus americana Marshall, Prunus emarginata (Douglas ex Hook.) Eaton, Prunus avium (L.) L., Prunus cerasus L., Quercus agrifolia Née, Quercus alba L., Quercus arizonica Sarg., Quercus bicolor Willd., Quercus chrysolepis Liebm., Quercus coccinea Münchh., Quercus douglasii Hook. & Arn., Quercus sinuata var. sinuata, Quercus ellipsoidalis E.J.Hill, Quercus emoryi Torr., Quercus engelmannii Greene, Quercus falcata Michx., Quercus pagoda Raf., Quercus gambelii Nutt., Quercus garryana Douglas ex Hook., Quercus ilicifolia Wangenh., Quercus imbricaria Michx., Quercus kelloggii Newb., Quercus laevis Walter, Quercus laurifolia Michx., Quercus lobata Née, Quercus lyrata Walter, Quercus macrocarpa Michx., Quercus marilandica (L.) Münchh., Quercus michauxii Nutt., Quercus muehlenbergii Engelm., Quercus nigra L., Quercus texana Buckley, Quercus oblongifolia Torr., Quercus palustris Münchh., Quercus phellos L., Quercus rubra L., Quercus shumardii Buckley, Quercus stellata Wangenh., Quercus similis Ashe, Quercus velutina Lam., Quercus virginiana Mill., Quercus wislizeni A.DC., Quercus minima (Sarg.) Small, Quercus incana W.Bartram, Quercus hypoleucoides A.Camus, Quercus prinoides Willd., Quercus grisea Liebm., Quercus rugosa Née, Quercus graciliformis C.H.Mull., Annona glabra L., Cinnamomum camphora (L.) J.Presl, Condalia hookeri M.C.Johnst., Ebenopsis ebano (Berland.) Barneby & J.W.Grimes, Leucaena pulverulenta (Schltdl.) Benth., Sophora affinis Torr. & A.Gray, Ficus aurea Nutt., Guapira discolor (Spreng) Little, Metopium toxiferum (L.) Krug & Urb., Piscidia piscipula (L.) Sarg., Sideroxylon salicifolium (L.) Lam., Robinia pseudoacacia L., Coccothrinax argentata (Jacq.) L.H.Bailey, Sabal palmetto (Walter) Lodd. ex Schult. & Schult.f., Thrinax morrisii H.Wendl., Sapindus saponaria var. drummondii (Hook. & Arn.) L.D.Benson, Salix amygdaloides Andersson, Salix nigra Marshall, Salix bebbiana Sarg., Salix caroliniana Michx., Salix ×sepulcralis Simonk., Sassafras albidum (Nutt.) Nees, Sorbus americana Marshall, Sorbus decora (Sarg.) C.K.Schneid., Tilia americana L., Tilia americana var. heterophylla (Vent.) Loudon, Tilia americana var. caroliniana (Mill.) A.E.Murray, Ulmus alata Michx., Ulmus americana L., Ulmus crassifolia Nutt., Ulmus pumila L., Ulmus rubra Muhl., Ulmus serotina Sarg., Ulmus thomasii Sarg., Umbellularia californica (Hook. & Arn.) Nutt., Avicennia germinans (L.) L., Conocarpus erectus L., Laguncularia racemosa (L.) C.F.Gaertn., Rhizophora mangle L., Melaleuca quinquenervia (Cav.) S.T.Blake, Melia azedarach L.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.618 |
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".