Bibliographic record
Abstract
A dataset containing 132363 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Scutellaria nervosa Pursh, Scymnus cervicalis Mulsant, 1850, Scymnus fraternus LeConte, 1852, Scymnus securus J.Chapin, 1973, Sebastes mentella Travin, 1951, Sedum villosum L., Seligeria acutifolia Lindb., Seligeria diversifolia Lindb., Seligeria recurvata (Hedw.) Bruch & Schimp., Senecio megacephalus Nutt., Senna hebecarpa (Fernald) H.S.Irwin & Barneby, Silene hitchguirei Bocquet, Silphium perfoliatum L., Simpsonaias ambigua (Say, 1825), Simulium brevicercum Knowlton & Rowe, 1934, Siphlonisca aerodromia Needham, 1909, Siphlonurus autumnalis McDunnough, 1931, Siphlonurus barbarus McDunnough, 1924, Siphlonurus demaryi Kondratieff & Voshell, 1981, Sistrurus catenatus (Rafinesque, 1818), Sisyrinchium albidum Raf., Smicronyx commixtus Dietz, 1894, Sogda enigma Peck & Cook, 2009, Solenostoma crenuliforme (Austin) Steph., Somatochlora hineana Williamson, 1931, Somatochlora linearis (Hagen, 1861), Soyedina potteri (Baumann & Gaufin, 1971), Spea intermontana (Cope, 1883), Sphaerium fabale (Prime, 1852), Sphaerium patella (A.Gould, 1850), Sphaerocarpos texanus Austin, Sphagnophylax meiops Wiggins & Winchester, 1984, Sphagnum arcticum Flatberg & Frisvoll, Sphagnum bergianum R.E.Andrus, Sphagnum mirum Flatberg & Thingsgaard, Sphagnum olafii Flatberg, Sphagnum orientale L.I.Savicz, Sphagnum tescorum Flatberg, Sphagnum venustum Flatberg, Sphagnum wilfii H.A.Crum, Sphecomyia columbiana Vockeroth, 1965, Sphenolobopsis pearsonii (Spruce) R.M.Schust., Sphenopholis nitida (Biehler) Scribn., Spiloloma lunilinea Grote, 1873, Spinadis simplex (Walsh, 1863), Spiranthes diluvialis Sheviak, Sporobolus airoides (Torr.) Torr., Sporobolus vaginiflorus var. ozarkanus (Fernald) Shinners, Spragueia leo (Guenée, 1852), Steiroxys strepens Fulton, 1930, Stelis louisae Cockerell, 1911, Stellaria americana (Porter ex B.L.Rob.) Standl., Stenelytrana emarginata (Fabricius, 1787), Stenocrepis cuprea (Chaudoir, 1843), Stenodynerus blandus (de Saussure, 1870), Stenodynerus blepharus Bohart, 1953, Stenodynerus canus Bohart, 1966, Stenodynerus cochisensis (Viereck, 1908), Stenodynerus toas (Cresson, 1868), Stenoptilia grandipuncta McDunnough, 1939, Stenosphenus notatus (Olivier, 1795), Stenotrema barbatum (G.H.Clapp, 1904), Stereus arenarius Peck & Cook, 2009, Strobilops aeneus Pilsbry, 1926, Strobilops affinis Pilsbry, 1893, Strophostyles leiosperma (Torr. & A.Gray) Piper, Stylurus laurae Williamson, 1932, Stylurus olivaceus (Selys, 1873), Subhaida monticola Campbell, 1978, Succinea oregonensis I.Lea, 1841, Symphyotrichum dumosum (L.) G.L.Nesom, Symphyotrichum undulatum (L.) G.L.Nesom, Synolabus nigripes Legalov, 2003, Syntrichia papillosa (Wilson ex Spruce) Spruce, Syntrichia papillosissima (Copp.) Loeske, Systena corni C.Schaeffer, 1932, Tabanus americanus Forster, 1771, Tabanus laticeps Hine, 1904, Tabanus stygius Say, 1823, Tabanus sulcifrons Macquart, 1855, Tachyusa faceta Casey, 1885, Targionia hypophylla L., Tayloria splachnoides (Schleich. ex Schwägr.) Hook., Temnothorax Mayr, 1861, Tephrosia virginiana (L.) Pers., Teretrius montanus Horn, 1880, Terrapene carolina (Linnaeus, 1758), Tetraneuris herbacea Greene, Tetraopes quinquemaculatus Haldeman, 1847, Tetrodontium brownianum (Dicks.) Schwägr., Tetrodontium brownianum var. ovatum (Funck) Wijk & Margad., Tetrodontium repandum (Funck) Schwägr., Thaleichthys pacificus (Richardson, 1836), Thalictrum amphibolum Greene, Thanatophilus coloradensis (Wickham, 1902), Tharsalea dospassosi, Thaspium chapmanii (J.M.Coult. & Rose) Small, Thelesperma subnudum A.Gray, Thelia asprella (Schimp.) Sull., Theliopsyche parva Banks, 1911, Thelypodium milleflorum A.Nelson, Thevenetimyia celer (Cole & Lovett, 1919), Thyridanthrax atratus, Thyridanthrax pallidus (Coquillett, 1887), Tigrosa aspersa (Hentz, 1844), Timmia norvegica J.E.Zetterst.)", "HasGeospatialIssue is false", "HasCoordinate is true", "OccurrenceStatus is Present", { "not" : { "BasisOfRecord" : [ "is one of (Fossil)" ] } }, "Country is Canada", { "or" : [ "CoordinateUncertaintyInMeters is less than 32000", "CoordinateUncertaintyInMeters is null" ] } ] } The dataset includes 132363 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069324-250525065834625/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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.275 | 0.414 |
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".