Bibliographic record
Abstract
A dataset containing 247228 species occurrences available in GBIF matching the query: { "and" : [ "HasCoordinate is true", "HasGeospatialIssue is false", "TaxonKey is one of (Eriodictyon angustifolium Nutt., Eriodictyon californicum (Hook. & Arn.) Greene, Eriodictyon crassifolium Benth., Eriodictyon tomentosum Benth., Eriodictyon trichocalyx A.Heller, Eriodictyon trichocalyx A.Heller, Eriogonum alatum Torr., Eriogonum allenii S.Watson, Eriogonum annuum Nutt., Eriogonum arborescens Greene, Eriogonum cinereum Benth., Eriogonum corymbosum Benth., Eriogonum deflexum Torr., Eriogonum douglasii Benth., Eriogonum elatum Douglas ex Benth., Eriogonum elongatum Benth., Eriogonum fasciculatum Benth., Eriogonum fasciculatum Benth., Eriogonum flavum Nutt., Eriogonum giganteum S.Watson, Eriogonum gracile Benth., Eriogonum grande var. grande, Eriogonum heracleoides Nutt., Eriogonum latifolium Sm., Eriogonum longifolium var. longifolium, Eriogonum luteolum Greene, Eriogonum niveum Douglas ex Benth., Eriogonum nudum Douglas ex Benth., Eriogonum nummulare M.E.Jones, Eriogonum parvifolium Sm., Eriogonum racemosum Nutt., Eriogonum roseum Durand & Hilg., Eriogonum trichopes Torr., Eriogonum umbellatum Torr., Eriogonum umbellatum var. aureum (Gand.) Reveal, Eriogonum wrightii var. trachygonum (Torr. ex Benth.) Jeps., Eriophyllum confertiflorum var. confertiflorum, Eriophyllum lanatum (Pursh) Forbes, Eriophyllum stoechadifolium Lag., 1816, Erodium botrys (Cav.) Bertol., Erodium cicutarium (L.) L'Hér., Eryngium cuneifolium Small, Eryngium heterophyllum Engelm., Eryngium maritimum L., Eryngium proteiflorum F.Delaroche, Eryngium yuccifolium var. synchaetum A.Gray ex J.M.Coult. & Rose, Erysimum ammophilum A.Heller, Erysimum asperum (Nutt.) DC., Erysimum capitatum var. capitatum, Erysimum cheiranthoides L., Erysimum repandum L., Erysimum teretifolium Eastw., Erythranthe guttata (DC.) G.L.Nesom, Erythranthe lewisii (Pursh) G.L.Nesom & N.S.Fraga, Erythronium albidum Nutt., Erythronium americanum Ker Gawl., Erythronium oregonum Applegate, Erythronium umbilicatum C.R.Parks & Hardin, Escallonia rubra (Ruiz & Pav.) Pers., Eschscholzia californica Cham., Eschscholzia californica Cham., Eucalyptus globulus Labill., Doellingeria ledophylla (A.Gray) Semple, Brouillet & G.A.Allen, Eupatorium album L., Eupatorium altissimum L.)", "Country is one of (Canada, Mexico, United States of America)" ] } The dataset includes 247228 records from 314 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008904-231002084531237/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 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".