Bibliographic record
Abstract
A dataset containing 22799 species occurrences available in GBIF matching the query: { "and" : [ { "or" : [ "TaxonKey is Gossweilerodendron joveri Normand ex Aubrév.", "TaxonKey is Gossypioides brevilanatum (Hochr.) J.B.Hutch.", "TaxonKey is Gossypium arboreum L.", "TaxonKey is Gossypium aridum (Rose & Standl.) Skovst.", "TaxonKey is Gossypium barbadense Raf.", "TaxonKey is Gossypium darwinii G.Watt", "TaxonKey is Gossypium hirsutum L.", "TaxonKey is Gossypium lobatum Gentry", "TaxonKey is Gossypium trilobum (DC.) Skovst.", "TaxonKey is Gouania lupuloides (L.) Urb.", "TaxonKey is Gouania mangarevica Fosberg", "TaxonKey is Goupia glabra Aubl.", "TaxonKey is Goupia guatemalensis Lundell", "TaxonKey is Graffenrieda bella Almeda", "TaxonKey is Graffenrieda calyptrelloides Wurdack", "TaxonKey is Graffenrieda caryophyllea Triana", "TaxonKey is Graffenrieda caudata Wurdack", "TaxonKey is Graffenrieda chrysandra (Griseb.) Triana", "TaxonKey is Graffenrieda colombiana Gleason", "TaxonKey is Graffenrieda conostegioides Triana", "TaxonKey is Graffenrieda cucullata (D.Don) L.O.Williams", "TaxonKey is Graffenrieda emarginata (Ruiz & Pav.) Triana", "TaxonKey is Graffenrieda fantastica R.E.Schult. & L.B.Sm.", "TaxonKey is Graffenrieda foliosa Cogn.", "TaxonKey is Graffenrieda galeottii (Naudin) L.O.Williams", "TaxonKey is Graffenrieda gentlei Lundell", "TaxonKey is Graffenrieda glandulosa R.Goldenb. & Meirelles", "TaxonKey is Graffenrieda goldenbergii L.F.Lima, Baumgratz, Nic Lugh. & J.U.Santos", "TaxonKey is Graffenrieda gracilis (Triana) L.O.Williams", "TaxonKey is Graffenrieda grandifolia Gleason", "TaxonKey is Graffenrieda hitchcockii Gleason", "TaxonKey is Graffenrieda intermedia Triana", "TaxonKey is Graffenrieda jauana Wurdack", "TaxonKey is Graffenrieda jefensis Almeda, Alvear & Humberto Mend.", "TaxonKey is Graffenrieda kralii Wurdack", "TaxonKey is Graffenrieda laevicarpa Michelang. & R.Goldenb.", "TaxonKey is Graffenrieda latifolia (Naudin) Triana", "TaxonKey is Graffenrieda laurina Triana", "TaxonKey is Graffenrieda limbata Triana", "TaxonKey is Graffenrieda maklenkensis Humberto Mend., Alvear & Almeda", "TaxonKey is Graffenrieda miconioides Naudin", "TaxonKey is Graffenrieda micrantha (Gleason) L.O.Williams", "TaxonKey is Graffenrieda moaensis Wurdack", "TaxonKey is Graffenrieda obliqua Triana", "TaxonKey is Graffenrieda ottoschulzii (Urb. & Ekman) Urb. & Ekman", "TaxonKey is Graffenrieda phoenicea Markgr.", "TaxonKey is Graffenrieda polymera Gleason", "TaxonKey is Graffenrieda reticulata Wurdack", "TaxonKey is Graffenrieda robusta (Cogn.) L.O.Williams", "TaxonKey is Graffenrieda rotundifolia (Humb. & Bonpl.) DC.", "TaxonKey is Graffenrieda rupestris Ducke", "TaxonKey is Graffenrieda santamartensis Wurdack", "TaxonKey is Graffenrieda scandens (Gleason) Wurdack", "TaxonKey is Graffenrieda sessilifolia Triana", "TaxonKey is Graffenrieda sipapoana Wurdack", "TaxonKey is Graffenrieda tricalcarata Gleason", "TaxonKey is Graffenrieda trichanthera Gleason", "TaxonKey is Graffenrieda weddellii Naudin", "TaxonKey is Grajalesia fasciculata (Standl.) Miranda", "TaxonKey is Grandidiera boivinii Jaub.", "TaxonKey is Grangeria borbonica Lam.", "TaxonKey is Grangeria porosa Boivin", "TaxonKey is Graptophyllum insularum (A.Gray) A.C.Sm.", "TaxonKey is Grazielodendron riodocensis H.C.Lima", "TaxonKey is Greenea commersonii (Korth.) Tange ex Ruhsam", "TaxonKey is Greenea corymbosa (Jack) Voigt", "TaxonKey is Greenea montana Tange", "TaxonKey is Greenea parkinsonii C.E.C.Fisch.", "TaxonKey is Greenea secunda (Griff.) Craib", "TaxonKey is Greenea vietnamensis Tange", "TaxonKey is Greeniopsis discolor Merr.", "TaxonKey is Greeniopsis euphlebia Merr.", "TaxonKey is Greeniopsis megalantha Merr.", "TaxonKey is Greeniopsis multiflora (Elmer) Merr.", "TaxonKey is Greeniopsis pubescens Merr.", "TaxonKey is Greeniopsis sibuyanensis Elmer", "TaxonKey is Greenwayodendron oliveri (Engl.) Verdc.", "TaxonKey is Greenwayodendron suaveolens (Engl. & Diels) Verdc.", "TaxonKey is Grevea eggelingii Milne-Redh.", "TaxonKey is Grevillea agrifolia A.Cunn. ex R.Br.", "TaxonKey is Grevillea albiflora C.T.White", "TaxonKey is Grevillea argyrophylla Meisn.", "TaxonKey is Grevillea aspleniifolia Knight & Salisb.", "TaxonKey is Grevillea baileyana McGill.", "TaxonKey is Grevillea banksii R.Br.", "TaxonKey is Grevillea barklyana F.Muell. ex Benth.", "TaxonKey is Grevillea berryana Ewart & J.White", "TaxonKey is Grevillea cagiana McGill.", "TaxonKey is Grevillea calcicola George", "TaxonKey is Grevillea coriacea McGill.", "TaxonKey is Grevillea decora Domin", "TaxonKey is Grevillea decurrens Ewart", "TaxonKey is Grevillea dimidiata F.Muell.", "TaxonKey is Grevillea donaldiana Kenneally", "TaxonKey is Grevillea eriostachya Lindl.", "TaxonKey is Grevillea erythroclada W.Fitzg.", "TaxonKey is Grevillea excelsior Diels", "TaxonKey is Grevillea exul Lindl.", "TaxonKey is Grevillea formosa McGill.", "TaxonKey is Grevillea gillivrayi Hook." ] }, "HasCoordinate is TRUE" ] } The dataset includes 22799 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007077-171219132708484/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 | 0.012 |
| 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) | 0.252 | 0.375 |
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".