Bibliographic record
Abstract
A dataset containing 271415 species occurrences available in GBIF matching the query: { "and" : [ "HasCoordinate is true", "HasGeospatialIssue is false", "TaxonKey is one of (Keckiella rothrockii (A.Gray) Straw, Kickxia elatine (L.) Dumort., Knautia arvensis (L.) Coult., Filipendula ulmaria (L.) Maxim., Kniphofia rooperi (T.Moore) Lem., Koanophyllon villosum (Sw.) R.M.King & H.Rob., Koelreuteria paniculata Laxm., Kolkwitzia amabilis Graebn., Krigia biflora (Walter) S.F.Blake, Krigia cespitosa (Raf.) K.L.Chambers ex Vuilleumier, Krigia dandelion (L.) Nutt., Kunzea ambigua (Sm.) Druce, Lachnanthes caroliniana (Lam.) Dandy, Lachnanthes caroliniana (Lam.) Dandy, Lachnophyllum noeanum Boiss., Lactuca canadensis L., Lactuca floridana (L.) Gaertn., Lactuca tatarica (L.) C.A.Mey., Lactuca serriola L., Lactuca tatarica (L.) C.A.Mey., Laennecia coulteri (A.Gray) G.L.Nesom, Lagascea rigida (Cav.) Stuessy, Lagophylla ramosissima Nutt., Galeobdolon montanum (Pers.) Rchb., Lamium purpureum L., Lamprocapnos spectabilis (L.) Fukuhara, Lantana camara L., Lantana montevidensis (Spreng.) Briq., Lapsana communis L., Larrea divaricata Cav., Larrea tridentata (DC.) Coult., Lasthenia californica DC. ex Lindl., Lasthenia gracilis (DC.) Greene, Lathyrus brachycalyx Rydb., Lathyrus japonicus Willd., Lathyrus latifolius L., Lathyrus littoralis (Nutt.) Endl. ex Walp., Lathyrus odoratus L., Lathyrus polymorphus subsp. incanus (J.G.Sm. & Rydb.) C.L.Hitchc., Lathyrus polymorphus subsp. incanus (J.G.Sm. & Rydb.) C.L.Hitchc., Lathyrus venosus Muhl. ex Willd., Lathyrus vestitus Nutt., Lathyrus vestitus Nutt., Lathyrus vestitus Nutt., Lavandula angustifolia Mill., Lavandula angustifolia Mill., Lavandula angustifolia Mill., Lavandula dentata L., Lavandula pedunculata (Mill.) Cav., Lavandula stoechas L., Layia gaillardioides Hook. & Arn., Layia glandulosa (Hook.) Hook. & Arn., Layia platyglossa (Fisch. & C.A.Mey.) A.Gray, Leonotis nepetifolia (L.) R.Br., Leonurus cardiaca L., Lepechinia calycina (Benth.) Epling, Lepidium alyssoides A.Gray, Lepidium campestre (L.) W.T.Aiton, Lepidium crenatum (Greene) Rydb., Lepidium draba L., Lepidium latifolium L., Lepidium montanum Nutt., Lepidium thurberi Wooton, Lepidium virginicum L., Leptodermis oblonga Bunge)", "Country is one of (Canada, Mexico, United States of America)" ] } The dataset includes 271415 records from 389 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011233-231002084531237/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 | 0.005 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 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) | 0.230 | 0.367 |
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".