Bibliographic record
Abstract
A dataset containing 65323 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Rubus occidentalis L., Elymus glaucus Buckley, Elymus canadensis L., Carya glabra (Mill.) Sweet, Malus coronaria (L.) Mill., Rubus odoratus L., Panicum virgatum L., Hordeum jubatum L., Vaccinium stamineum L., Asimina triloba (L.) Dunal, Helianthus divaricatus L., Prunus serotina Ehrh., Ribes aureum Pursh, Helianthus hirsutus Raf., Elymus hystrix L., Allium stellatum Nutt. ex Ker Gawl., Carya alba (L.) Nutt., Elymus virginicus L., Allium canadense L., Vaccinium angustifolium Aiton, Elymus riparius Wiegand, Prunus emarginata (Douglas ex Hook.) Walp., Vaccinium uliginosum L., Hordeum pusillum Nutt., Zizania aquatica L., Ribes triste Pall., Ribes glandulosum Grauer, Rubus pubescens Raf., Rubus chamaemorus L., Vaccinium myrtilloides Michx., Rubus idaeus L., Helianthus petiolaris Nutt., Carya laciniosa (F.Michx.) Loudon, Rubus flagellaris Willd., Helianthus nuttallii Torr. & A.Gray, Carya cordiformis (Wangenh.) C.Koch, Vitis riparia Michx., Carya ovata (Mill.) K.Koch, Ribes americanum Mill., Rubus leucodermis Douglas ex Hook., Allium geyeri S.Watson, Prunus americana Marshall, Ribes cereum Douglas, Helianthus decapetalus L., Malus fusca (Raf.) C.K.Schneid., Vaccinium vitis-idaea L., Elymus hirsutus J.Presl, Rubus hispidus L., Corylus cornuta Marshall, Fragaria virginiana Duchesne, Prunus nigra Aiton, Acer saccharum Marshall, Hordeum depressum (Scribn. & J.G.Sm.) Rydb., Vitis aestivalis Michx., Prunus pensylvanica L.fil., Rubus spectabilis Pursh, Allium cernuum Roth, Fragaria vesca L., Juglans nigra L., Helianthus maximiliani Schrad., Vaccinium scoparium Leiberg, Vaccinium parvifolium Sm., Vaccinium myrtillus L., Elymus villosus Muhl. ex Willd., Castanea dentata (Marshall) Borkh., Ribes cynosbati L., Helianthus giganteus L., Allium tricoccum Aiton, Allium acuminatum Hook., Allium amplectens Torr., Allium textile A.Nelson & J.F.Macbr., Vaccinium ovatum Pursh, Ribes hudsonianum Richardson, Rubus allegheniensis Porter, Rubus pedatus Sm., Juglans cinerea L., Corylus americana Walter, Rubus ursinus Cham. & Schltdl., Helianthus tuberosus L., Ribes divaricatum Douglas, Ribes sanguineum Pursh, Fragaria chiloensis (L.) Duchesne, Ribes lobbii A.Gray, Ribes lacustre (Pers.) Poir., Vaccinium deliciosum Piper, Ribes laxiflorum Pursh, Vaccinium membranaceum Douglas ex Torr., Allium crenulatum Wiegand, Helianthus strumosus L., Rubus ×pensilvanicus Poir., Prunus pumila L., Rubus vermontanus Blanch., Rubus canadensis L., Ribes acerifolium Howell, Ribes bracteosum Douglas ex Hook., Rubus nivalis Douglas ex Hook., Rubus lasiococcus A.Gray, Carya ovalis (Wangenh.) Sarg., Ribes watsonianum Koehne)", "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)", "Country is Canada", "HasCoordinate is true", "HasGeospatialIssue is false" ] } The dataset includes 65323 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247158-200613084148143/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 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) | 0.004 | 0.075 |
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".