Bibliographic record
Abstract
A dataset containing 139339 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Scleria pauciflora var. pauciflora, Scolytus fagi B.D.Walsh, 1867, Scolytus muticus Say & T., 1824, Scymnus cervicalis Mulsant, 1850, Seligeria diversifolia Lindb., Seligeria pusilla (Hedw.) Bruch & Schimp., Sematophyllum demissum (Wilson) Mitt., Sibirotrisetum sibiricum subsp. sibiricum, Silene scouleri Hook., Simulium brevicercum Knowlton & Rowe, 1934, Smicronyx commixtus Dietz, 1894, Sogda enigma Peck & Cook, 2009, Solenostoma obscurum (A.Evans) R.M.Schust., Somatochlora ensigera Martin, 1907, Somatochlora septentrionalis (Hagen, 1861), Sorex maritimensis Smith, 1939, Soyedina potteri (Baumann & Gaufin, 1971), Sphagnophylax meiops Wiggins & Winchester, 1984, Sphagnum bergianum R.E.Andrus, Sphagnum junghuhnianum Dozy & Molk., Sphagnum mirum Flatberg & Thingsgaard, Sphagnum tescorum Flatberg, Sphagnum trinitense Müll.Hal., Sphagnum venustum Flatberg, Sphagnum wilfii H.A.Crum, Sphenopholis nitida (Biehler) Scribn., Spiranthes lacera var. gracilis (Bigelow) Luer, Spiranthes ovalis Lindl., Spiranthes ovalis var. erostellata Catling, Spirinchus thaleichthys (Ayres, 1860), Sporobolus vaginiflorus var. ozarkanus (Fernald) Shinners, Squalus acanthias Linnaeus, 1758, Steiroxys strepens Fulton, 1930, Stelis louisae Cockerell, 1911, Stellaria dicranoides (Cham. & Schltdl.) Fenzl, Stenelytrana emarginata (Fabricius, 1787), Stenocrepis cuprea (Chaudoir, 1843), Stenosphenus notatus (Olivier, 1795), Stereus arenarius Peck & Cook, 2009, Stygobromus secundus Bousfield & Holsinger, 1981, Stylurus intricatus (Hagen, 1858), Stylurus spiniceps (Walsh, 1862), Symphyotrichum novi-belgii var. crenifolium (Fernald) Labrecque & Brouillet, Symphyotrichum novi-belgii var. villicaule (A.Gray) Labrecque & Brouillet, Synolabus nigripes Legalov, 2003, Syntrichia bartramii (Steere) R.H.Zander, Syntrichia cainii (H.A.Crum & L.E.Anderson) R.H.Zander, Syntrichia papillosa (Wilson ex Spruce) Spruce, Systena corni C.Schaeffer, 1932, Tabanus americanus Forster, 1771, Tabanus laticeps Hine, 1904, Tabanus stygius Say, 1823, Tabanus sulcifrons Macquart, 1855, Tachysphex pechumani Krombein, 1938, Tachyusa faceta Casey, 1885, Taxidea taxus jacksoni Schantz, 1946, Taxidea taxus (Schreber, 1777), Taxidea taxus (Schreber, 1777), Tayloria hornschuchii (Grev. & Arn.) Broth., Tayloria splachnoides (Schleich. ex Schwägr.) Hook., Temnothorax Mayr, 1861, Tentorium semisuberites (Schmidt, 1870), Teretrius montanus Horn, 1880, Tetraopes quinquemaculatus Haldeman, 1847, Thanatophilus coloradensis (Wickham, 1902), Tharsalea dorcas, Tharsalea editha, Thelia asprella (Schimp.) Sull., Thevenetimyia celer (Cole & Lovett, 1919), Thorybes lyciades, Thyridanthrax atratus, Thyridanthrax pallidus (Coquillett, 1887), Tigrosa aspersa (Hentz, 1844), Timmia norvegica var. excurrens Bryhn, Tmemophlebia vockerothi Hall & Evenhuis, 2004, Tomoglossa decora (Casey, 1910), Tortula cuneifolia var. blissii R.H.Zander, Tortula nevadensis (Cardot & Thér.) R.H.Zander, Toxophora amphitea Walker, 1849, Trematodon boasii W.B.Schofield, Trichiusa robustula Casey, 1893, Tricholathys rothi Chamberlin & Gertsch, 1958, Tricholochmaea sablensis (W.J.Brown, 1969), Triepeolus brittaini Cockerell, 1931, Trifolium dichotomum Hook. & Arn., Trigonorhinus annulatus (Carr, 1930), Tychius semisquamosus J.Faust, 1893, Tylonotus masoni (Knull, 1928), Typocerus octonotatus (Haldeman, 1847), Unoka dramatica Hamilton, 2002, Urophycis tenuis (Mitchill, 1814), Urophycis tenuis (Mitchill, 1814), Ursus americanus kermodei Hornaday, 1905, Utacapnia labradora (Ricker, 1954), Valvata lewisi ontariensis F.C.Baker, 1931, Williamsonia lintneri (Hagen, 1878), Xenochodaeus musculus (Say, 1835), Xylocrius agassizi Hatch, 1971, Xysticus gosiutus Gertsch, 1933, Zelotes rainier Platnick & Shadab, 1983)", "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 139339 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031993-250426092105405/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 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.280 | 0.389 |
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".