Bibliographic record
Abstract
A dataset containing 220267 species occurrences available in GBIF matching the query: { "and" : [ "HasCoordinate is true", "HasGeospatialIssue is false", "TaxonKey is one of (Grindelia squarrosa (Pursh) Dunal, Grindelia stricta DC., Grusonia bradtiana (J.M.Coult.) Britton & Rose, Gutierrezia microcephala (DC.) A.Gray, Gutierrezia sarothrae (Pursh) Britton & Rusby, Gymnocladus dioicus (L.) K.Koch, Hackelia floribunda (Lehm.) I.M.Johnst., Hackelia virginiana (L.) I.M.Johnst., Halesia diptera J.Ellis ex L., Hamatocactus setispinus (Engelm.) Britton & Rose, Hamelia patens Jacq., Hasteola suaveolens (L.) Pojark., Hedysarum boreale Nutt., Hedysarum sulphurescens Rydb., Helenium amarum (Raf.) H.Rock, Helenium autumnale L., Helenium bigelovii A.Gray, Helenium flexuosum Raf., Helenium laciniatum A.Gray, Helenium microcephalum DC., Helenium puberulum DC., Helenium quadridentatum Labill., Helenium thurberi A.Gray, Helianthella californica A.Gray, Helianthella quinquenervis (Hook.) A.Gray, Helianthella uniflora (Nutt.) Torr. & A.Gray, Helianthus angustifolius L., Helianthus annuus L., Helianthus anomalus S.F.Blake, Helianthus atrorubens L., Helianthus bolanderi A.Gray, Helianthus californicus DC., Helianthus ciliaris DC., Helianthus debilis Nutt., Helianthus hirsutus Raf., Helianthus divaricatus L., Helianthus giganteus L., Helianthus gracilentus A.Gray, Helianthus grosseserratus M.Martens, Helianthus hirsutus Raf., Helianthus ×laetiflorus Pers., Helianthus maximiliani Schrad., Helianthus microcephalus Torr. & A.Gray, Helianthus mollis Lam., Helianthus occidentalis var. occidentalis, Helianthus pauciflorus Nutt., Helianthus pauciflorus Nutt., Helianthus petiolaris Nutt., Helianthus pumilus Nutt., Helianthus salicifolius A.Dietr., Helianthus strumosus L., Helianthus tuberosus L., Heliomeris longifolia var. annua (M.E.Jones) Yates, Heliomeris multiflora Nutt., Heliopsis helianthoides (L.) Sweet, Heliopsis parvifolia A.Gray, Heliotropium angiospermum Murray, Heliotropium curassavicum L., Helminthotheca echioides (L) Holub, Hemerocallis lilioasphodelus L., Hemizonia congesta DC., Deinandra fasciculata (DC.) Greene, Centromadia pungens (Hook. & Arn.) Greene, Heracleum maximum W.Bartram, Hesperis matronalis L.)", "Country is one of (Canada, Mexico, United States of America)" ] } The dataset includes 220267 records from 404 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010073-231002084531237/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 | 0.006 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 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) | 0.238 | 0.376 |
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".