Bibliographic record
Abstract
A dataset containing 190938 species occurrences available in GBIF matching the query: { "and" : [ "HasCoordinate is true", "HasGeospatialIssue is false", "TaxonKey is one of (Hesperolinon congestum (A.Gray) Small, Heteromeles arbutifolia (Lindl.) M.Roem., Heterosperma nanum (Nutt.) Sherff, Heterotheca grandiflora Nutt., Heterotheca inuloides Cass., Heterotheca sessiliflora (Nutt.) Shinners, Heterotheca stenophylla (A.Gray) Shinners, Heterotheca subaxillaris (Lam.) Britton & Rusby, Chrysopsis villosa (Pursh) Nutt. ex DC., Heuchera americana L., Heuchera bracteata (Torr.) Ser., Heuchera cylindrica Douglas, Heuchera maxima Greene, Heuchera richardsonii R.Br., Heuchera villosa Michx., Hibiscus laevis All., Hibiscus moscheutos L., Hibiscus rosa-sinensis L., Hibiscus syriacus L., Hieracium albiflorum Hook., Hieracium lachenalii Suter, Hieracium scouleri Hook., Hieracium traillii Greene, Hirschfeldia incana (L.) Lagr.-Foss., Hoffmannseggia glauca (Ortega) Eifert, Hoffmannseggia microphylla Torr., Hoita macrostachya (DC.) Rydb., Holocarpha macradenia (DC.) Greene, Holodiscus discolor (Pursh) Maxim., Hosackia crassifolia var. otayensis (Moran ex Isely) Brouillet, Hosackia gracilis Benth., Hosackia oblongifolia Benth., Houstonia purpurea L., Hulsea californica A.Gray, Hyacinthus orientalis L., Hybanthus concolor (T.F.Forst.) Spreng., Hydrangea arborescens L., Hydrangea macrophylla (Thunb.) Ser., Hydrangea quercifolia Bartram, Hydrophyllum appendiculatum Michx., Hydrophyllum capitatum var. thompsonii (M.Peck) Constance, Hydrophyllum fendleri (A.Gray) A.Heller, Hydrophyllum tenuipes A.Heller, Hydrophyllum virginianum L., Hylotelephium maximum (L.) Holub, Hymenopappus filifolius Hook., Hymenopappus scabiosaeus L'Hér., Hymenothrix wislizeni A.Gray, Hymenoxys grandiflora (Torr. & A.Gray) K.F.Parker, Hymenoxys hoopesii (A.Gray) Bierner, Hymenoxys odorata DC., Hymenoxys richardsonii (Hook.) Cockerell, Hypericum androsaemum L., Hypericum calycinum L., Hypericum cistifolium Lam., Hypericum cumulicola (Small) P.B.Adams, Hypericum edisonianum (Small) P.B.Adams & N.Robson, Hypericum stragulum P.B.Adams & N.Robson, Hypericum perforatum L., Hypericum perforatum L., Hypericum prolificum L., Hypericum punctatum Lam., Hypericum tenuifolium Pursh, Hypericum tetrapetalum Lam., Hypochaeris radicata L.)", "Country is one of (Canada, Mexico, United States of America)" ] } The dataset includes 190938 records from 341 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010074-231002084531237/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) | 0.199 | 0.310 |
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".