Bibliographic record
Abstract
A dataset containing 537649 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Hibiscus arnottianus A.Gray, Labordia tinifolia A.Gray, Lantana camara L., Melaleuca quinquenervia (Cav.) S.T.Blake, Melicope clusiifolia (A.Gray) T.G.Hartley & B.C.Stone, Melicope peduncularis (H.Lév.) T.G.Hartley & B.C.Stone, Metrosideros macropus Hook. & Arn., Metrosideros rugosa A.Gray, Metrosideros tremuloides (A.Heller) Rock, Carmona retusa (Vahl) Masam., Haematoxylon campechianum L., Ilex paraguariensis A.St.-Hil., Murraya paniculata (L.) Jacq., Ochna thomasiana Engl. & Gilg ex Gilg, Osteomeles anthyllidifolia (Sm.) Lindl., Persea americana C.Bauh., Pimenta dioica (L.) Merr., Pisonia umbellifera Seem. ex Nadeaud, Pluchea carolinensis (Jacq.) G.Don, Pouteria sandwicensis (A.Gray) Baehni & O.Deg., Psidium cattleianum Afzel. ex Sabine, Psychotria mariniana (Cham. & Schltdl.) Fosberg, Rubus rosifolius Sm., Santalum freycinetianum Gaudich., Scaevola gaudichaudiana Cham., Schefflera actinophylla (Endl.) Harms, Schinus terebinthifolia Raddi, Senna surattensis (Burm.f.) H.S.Irwin & Barneby, Sida fallax Walp., Tabebuia rosea (Bertol.) Bertero ex A.DC., Waltheria indica L., Wikstroemia oahuensis (A.Gray) Rock, Vochysia ferruginea Standl., 1924, Quercus prinus M.A.Curtis, Quercus velutina Lam., Acacia suaveolens (Sm.) Willd., Boronia ledifolia (Vent.) DC., Corymbia gummifera (Gaertn.) K.D.Hill & L.A.S.Johnson, Eriostemon australasius Sm. ex Steud., Eucalyptus haemastoma Sm., Gompholobium grandiflorum Sm., Grevillea buxifolia (Sm.) R.Br., Grevillea speciosa (Knight) McGill., Hakea dactyloides (C.F.Gaertn.) Cav., Hakea teretifolia (Salisb.) Britten, Hibbertia bracteata Turcz., Lambertia formosa Sm., Leptospermum trinervium (Sm.) J.Thomps., Persoonia levis (Cav.) Domin, Phyllota phylicoides (Sieber ex DC.) Benth., Pimelea linifolia A.Cunn., Acacia floribunda hort. ex Nicholson, Astrotricha floccosa DC., Correa reflexa (Labill.) Vent., Dodonaea triquetra J.C.Wendl., Eucalyptus paniculata Sm., Eucalyptus umbra F.Muell. ex R.T.Baker, Leptospermum polygalifolium Salisb., Lomatia silaifolia (Sm.) R.Br., Macrozamia communis L.A.S.Johnson, Persoonia linearis Andrews, Philotheca difformis (A.Cunn. ex Endl.) Paul G.Wilson, Pomaderris ferruginea Sieber ex DC., Pultenaea daphnoides J.C.Wendl., Pultenaea flexilis Sm., Syncarpia glomulifera (Sm.) Nied., Synoum glandulosum (Sm.) A.Juss., Xylomelum pyriforme (Gaertn.) Knight, Acacia colletioides Benth., Acacia havilandiorum Maiden, Acacia wilhelmiana F.Muell., Bertya cunninghamii Planch., Beyeria opaca F.Muell., Bossiaea walkeri F.Muell., Brachychiton populneus (Schott & Endl.) R.Br., Eremophila deserti (A.Cunn. ex Benth.) Chinnock, Eremophila glabra (R.Br.) Ostenf., Eucalyptus dumosa A.Cunn. ex Oxley, Eutaxia microphylla (R.Br.) C.H.Wright & Dewar, Grevillea anethifolia R.Br., Micromyrtus sessilis J.W.Green, Olearia decurrens (DC.) Benth., Santalum acuminatum (R.Br.) A.DC., Triodia irritans R.Br., Acacia doratoxylon A.Cunn., Acacia oswaldii F.Muell., Atriplex stipitata Benth., Callitris glaucophylla J.Thompson & L.A.S.Johnson, Eremophila mitchellii Benth., Eucalyptus intertexta R.T.Baker, Exocarpos aphyllus R.Br., Geijera parviflora Lindl., Hakea tephrosperma R.Br., Lasiopetalum ferrugineum Sm., Pimelea microcephala R.Br., Solanum ferocissimum Lindl., Spartothamnella puberula (F.Muell.) Maiden & Betche)", "HasCoordinate is true", "HasGeospatialIssue is false" ] } The dataset includes 537649 records from 1126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002702-240216155721649/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) | 0.218 | 0.350 |
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".