Bibliographic record
Abstract
A dataset containing 785147 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Centranthus angustifolius (Mill.) DC., Centranthus calcitrapae (L.) Dufr., Centranthus lecoqii Jord., Centranthus longifolius Stev., Centranthus macrosiphon Boiss., Centranthus nevadensis Boiss., Centranthus ruber (L.) DC., Centranthus sieberi Heldr., Centranthus trinervis (Viv.) Bég., Plectritis brachystemon Fisch. & C.A.Mey., Plectritis congesta (Lindl.) DC., Plectritis macrocera Torr. & A.Gray, Valeriana adscendens Turcz., Valeriana albonervata B.L.Rob. ex Seaton, Valeriana apiifolia A.Gray ex S.Watson, Valeriana arborea Killip & Cuatrec., Valeriana aretioides Kunth, Valeriana barbareifolia M.Martens & Galeotti, Valeriana boelckii Rossow, Valeriana bracteata Benth., Valeriana bracteosa Phil., Valeriana bridgesii Hook. & Arn., Valeriana bryophila Barrie, Valeriana L., Valeriana candolleana Gardner, Valeriana carnosa Sm., Valeriana ceratophylla Kunth, Valeriana chaerophylloides Sm., Valeriana chilensis Borsini, Valeriana clarionifolia Phil., Valeriana clematitis Kunth, Valeriana coarctata Ruiz & Pav., Valeriana connata Ruiz & Pav., Valeriana convallarioides (Schmale) B.B.Larsen, Valeriana crispa Ruiz & Pav., Valeriana decussata Ruiz & Pav., Valeriana densiflora Benth., Valeriana edulis Torr. & A.Gray, Valeriana effusa Griseb., Valeriana fonckii Phil., Valeriana gallinae Barrie, Valeriana gracilipes Clos, Valeriana grandifolia Phil., Valeriana hebecarpa DC., Valeriana henrici (Graebn.) B.Eriksen, Valeriana hirtella Kunth, Valeriana hornschuchiana Walp., Valeriana interrupta Ruiz & Pav., Valeriana lapathifolia Vahl, Valeriana laurifolia Kunth, Valeriana laxiflora DC., Valeriana lepidota Clos, Valeriana leucocarpa DC., Valeriana lobata (Hook. & Arn.) Höck, Valeriana longiflora Willk., Valeriana macrorhiza Poepp. ex DC., Valeriana L., Valeriana mexicana DC., Valeriana microphylla Kunth, Valeriana moyanoi Speg., Valeriana naidae Barrie, Valeriana niphobia Briq., Valeriana nivalis Wedd., Valeriana palmeri A.Gray ex S.Watson, Valeriana papilla Bertero ex DC., Valeriana parviflora (Trevis.) Höck, Valeriana philippiana Briq., Valeriana phylicoides (Turcz.) Briq., Valeriana pilosa Ruiz & Pav., Valeriana pilosiuscula M.Martens & Galeotti, Valeriana pinnatifida Ruiz & Pav., Valeriana plantaginea Kunth, Valeriana polemoniifolia Phil., Valeriana polemonioides Kunth, Valeriana polybotrya (Griseb.) Höck, Valeriana polystachya Sm., Valeriana prionophylla Standl., Valeriana procera Kunth, Valeriana pulchella M.Martens & Galeotti, Valeriana pycnantha A.Gray, Valeriana pyramidalis Kunth, Valeriana radicalis Clos, Valeriana retrorsa Fernald, Valeriana rigida Ruiz & Pav., Valeriana robertianifolia Briq., Valeriana rosaliana F.G.Mey., Valeriana rumicoides Wedd., Valeriana rzedowskiorum Barrie, Valeriana scandens Loefl., 1758, Valeriana secunda B.Eriksen, Valeriana selerorum Graebn. & Loes., Valeriana serratifolia J.M.Acosta, L.Salomón & C.A.Zanotti, Valeriana sorbifolia Kunth, Valeriana stenophylla Killip, Valeriana stricta Clos, Valeriana stuckertii Briq, Valeriana subincisa Benth., Valeriana tachirensis Xena, Valeriana tanacetifolia F.G.Mey., Valeriana tatamana Killip, Valeriana texana Steyerm., Valeriana tomentosa Kunth, Valeriana triphylla Kunth, Valeriana urticifolia Kunth, Valeriana vaga Clos, Valeriana verticillata Clos, Valeriana virescens Clos)", "HasCoordinate is true", "HasGeospatialIssue is false", { "not" : { "BasisOfRecord" : [ "is one of (Fossil, Living Specimen)" ] } }, { "or" : [ { "not" : { "EstablishmentMeans" : [ "is one of (MANAGED, INTRODUCED)" ] } }, "EstablishmentMeans is null" ] } ] } The dataset includes 785147 records from 2054 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023587-230530130749713/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 | 0.003 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.191 | 0.313 |
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".