Bibliographic record
Abstract
A dataset containing 28099 species occurrences available in GBIF matching the query: { "TaxonKey" : [ "is one of (Gravesia macrophylla f. riparia (Cogn.) H.Perrier, Gravesia macrophylla f. uliginosa (H.Perrier) H.Perrier, Gravesia macrophylla var. macrophylla, Gravesia macrophylla var. subcordata H.Perrier, Gravesia macropoda (Jum. & H.Perrier) H.Perrier, Gravesia macrosepala Jum., Gravesia magnifolia H.Perrier, Gravesia malvacea (Jum. & H.Perrier) Jum., Gravesia mangorensis Jum., Gravesia marojejyensis Humbert, Gravesia masoalensis Jum., Gravesia medinilloides H.Perrier, Gravesia microphylla (Cogn.) Drake, Gravesia minutidentata H.Perrier & H.Perrier, Gravesia mirabilis H.Perrier, Gravesia nigrescens (Naudin) Drake, Gravesia nigro-ferruginea H.Perrier, Gravesia oblanceolata H.Perrier, Gravesia oblongifolia (Cogn.) H.Perrier, Gravesia parvifolia (A.DC.) H.Perrier, Gravesia parvula Almeda & H.Ranariv., Gravesia pauciflora H.Perrier, Gravesia pedunculata Triana, Gravesia peltata H.Perrier, Gravesia pilosula (Cogn.) Drake, Gravesia porphyrovalvis Baker, Gravesia primuloides Cogn., Gravesia pterocaulon H.Perrier, Gravesia pulchra (Gilg) Jacq.-Fél. ex Wickens, Gravesia pulchra var. glandulosa (A.Fern. & R.Fern.) Wickens, Gravesia pulchra var. pulchra, Gravesia pusilla Cogn., Gravesia pustulosa H.Perrier, Gravesia ramosa Jum. & H.Perrier, Gravesia reticulata Cogn., Gravesia retracticauda H.Perrier, Gravesia rienanensis H.Perrier, Gravesia riparia A.Fern. & R.Fern., Gravesia rosea (Cogn.) H.Perrier, Gravesia rostrata H.Perrier & H.Perrier, Gravesia rotundifolia H.Perrier, Gravesia rubiginosa H.Perrier, Gravesia rubra (Jum. & H.Perrier) H.Perrier, Gravesia rubripes (Jum. & H.Perrier) H.Perrier, Gravesia rupicola H.Perrier, Gravesia rutenbergiana Baill. ex Cogn., Gravesia rutenbergiana subsp. onivensis (Jum.) H.Perrier, Gravesia rutenbergiana subsp. rutenbergiana, Gravesia sambiranensis H.Perrier, Gravesia scandens H.Perrier, Gravesia scripta H.Perrier, Gravesia serpens H.Perrier, Gravesia serratifolia Almeda & H.Ranariv., Gravesia setifera H.Perrier, Gravesia stipulata H.Perrier, Gravesia subglobosa H.Perrier, Gravesia submalvacea H.Perrier, Gravesia subsessilifolia H.Perrier, Gravesia succosa H.Perrier, Gravesia tanalensis H.Perrier, Gravesia tetramera H.Perrier, Gravesia tetraptera (Cogn.) H.Perrier, Gravesia thymoides (Baker) H.Perrier, Gravesia torrentium Jum., Gravesia tricaudata H.Perrier, Gravesia variesetosa H.Perrier, Gravesia velutina Jum., Gravesia venusta H.Perrier, Gravesia vestita (Baker) H.Perrier, Gravesia viguieri H.Perrier, Gravesia violacea (Jum. & H.Perrier) H.Perrier, Grazielanthus arkeocarpus Peixoto & Per.-Moura, Greenea adangensis Tange, Greenea corymbosa var. corymbosa, Greenea corymbosa var. longicalyx (Craib) Tange, Greenea corymbosa var. oblonga (Craib) Tange, Greenea corymbosa var. siamensis (Craib) Tange, Greenea rivularis Tange, Greeneocharis circumscissa var. circumscissa, Greeneocharis circumscissa var. hispida J.F.Macbr., Greeneocharis circumscissa var. rosulata (J.T.Howell) Hasenstab & M.G.Simpson, Greeneochloa expansa (Munro ex Hillebr.) P.M.Peterson, Romasch. & Soreng, Greenwayodendron gabonicum (Pellegr. ex Le Thomas) Lissambou & Couvreur, Greenwayodendron glabrum Lissambou, O.J.Hardy & Couvreur, Greenwayodendron littorale Lissambou, Dauby & Couvreur, Greenwayodendron usambaricum (Verdc.) Lissambou, O.J.Hardy & Couvreur, Greenwoodiella deserticola Salazar, Hern.-López & J.Sharma, Greenwoodiella micrantha var. garayana (R.González) Salazar & R.Jiménez, Greenwoodiella micrantha var. micrantha, Greigia atrobrunnea H.Luther, Greigia atrocastanea H.Luther, Greigia columbiana var. columbiana, Greigia columbiana var. subinermis L.B.Sm., Greigia leymebambana H.Luther, Greigia mulfordii var. macrantha L.B.Sm., Greigia mulfordii var. mulfordii, Greigia racinae L.B.Sm., Greigia rohwederi L.B.Sm., Greslania circinata Balansa, Gretheria campylacantha (L.Rico & M.Sousa) Duno & Torke, Gretheria sonorae (S.Watson) Duno & Torke, Greuteria argyrea (Greuter & Burdet) Amirahm. & Kaz.Osaloo, Grevea bosseri Letouzey, Grevea eggelingii Milne-Redh., Grevea eggelingii var. echinocarpa Mendes, Grevea eggelingii var. eggelingii, Grevea eggelingii var. keniensis (Verdc.) Verdc., Grevea madagascariensis Baill., Grevea madagascariensis subsp. leandrii Bosser, Grevea madagascariensis subsp. madagascariensis, Grevillea acanthifolia subsp. acanthifolia, Grevillea acanthifolia subsp. paludosa Makinson & Albr., Grevillea acanthifolia subsp. stenomera (F.Muell. ex Benth.) Mc Gill., Grevillea agrifolia subsp. agrifolia, Grevillea agrifolia subsp. microcarpa (Olde & Marriott) Makinson, Grevillea althoferorum subsp. althoferorum, Grevillea althoferorum subsp. fragilis Olde & Marriott, Grevillea amplexans subsp. adpressa (Olde & Marriott) Makinson, Grevillea amplexans subsp. amplexans, Grevillea amplexans subsp. semivestita Makinson, Grevillea angustiloba subsp. angustiloba, Grevillea angustiloba subsp. wirregaensis Downing, Grevillea arenaria subsp. arenaria, Grevillea arenaria subsp. canescens (R.Br.) Olde & Marriott, Grevillea baueri subsp. asperula Mc Gill., Grevillea baueri subsp. baueri, Grevillea biformis subsp. biformis, Grevillea biformis subsp. cymbiformis Olde & Marriott, Grevillea bipinnatifida subsp. bipinnatifida, Grevillea bipinnatifida subsp. pagna Cranfield, Grevillea brachystylis subsp. australis Keighery, Grevillea brachystylis subsp. brachystylis, Grevillea brachystylis subsp. grandis Keighery, Grevillea bracteosa subsp. bracteosa, Grevillea bracteosa subsp. howatharra Olde & Marriott, Grevillea buxifolia subsp. buxifolia, Grevillea buxifolia subsp. ecorniculata Olde & Marriott, Grevillea christiniae McGill., Grevillea coccinea subsp. coccinea, Grevillea coccinea subsp. lanata Olde & Marriott, Grevillea commutata subsp. commutata, Grevillea commutata subsp. pinnatisecta (F.Muell.) Makinson, Grevillea concinna subsp. concinna, Grevillea concinna subsp. lemanniana (Meisn.) Mc Gill., Grevillea cooljarloo Keighery & Olde, Grevillea decora subsp. decora, Grevillea decora subsp. telfordii Makinson, Grevillea deplanchei Brongn. & Gris, Grevillea didymobotrya subsp. didymobotrya, Grevillea didymobotrya subsp. involuta Mc Gill., Grevillea diffusa subsp. constablei Makinson, Grevillea diffusa subsp. diffusa, Grevillea diffusa subsp. filipendula Mc Gill., Grevillea diversifolia subsp. diversifolia, Grevillea diversifolia subsp. subtersericata Mc Gill., Grevillea dryandri subsp. dasycarpa Mc Gill., Grevillea dryandri subsp. dryandri, Grevillea dryandroides subsp. dryandroides, Grevillea dryandroides subsp. hirsuta Olde & Marriott, Grevillea edelfeltii F.Muell., Grevillea floribunda subsp. floribunda, Grevillea floribunda subsp. tenella Olde & Marriott, Grevillea gillingarra Olde & Keighery, Grevillea gilmourii Olde, Grevillea hakeoides subsp. hakeoides, Grevillea hakeoides subsp. stenophylla (W.Fitzg.) Mc Gill., Grevillea halmaturina subsp. halmaturina, Grevillea halmaturina subsp. laevis Makinson, Grevillea haplantha subsp. haplantha, Grevillea haplantha subsp. recedens Olde & Marriott, Grevillea hookeriana subsp. apiciloba (F.Muell.) Makinson, Grevillea hookeriana subsp. digitata (F.Mull.) Makinson, Grevillea hookeriana subsp. hookeriana, Grevillea humilis subsp. humilis, Grevillea humilis subsp. lucens Makinson, Grevillea humilis subsp. maritima Makinson, Grevillea ilicifolia subsp. ilicifolia, Grevillea ilicifolia subsp. lobata (F.Muell.) Downing, Grevillea insignis subsp. elliotii Olde & Marriott, Grevillea insignis subsp. insignis, Grevillea irrasa subsp. didymochiton Makinson, Grevillea irrasa subsp. irrasa, Grevillea juncifolia subsp. juncifolia, Grevillea juncifolia subsp. temulenta Olde & Marriott, Grevillea juniperina subsp. allojohnsonii Makinson, Grevillea juniperina subsp. amphitricha Makinson, Grevillea juniperina subsp. fortis Makinson, Grevillea juniperina subsp. juniperina, Grevillea juniperina subsp. sulphurea (A.Cunn.) Makinson, Grevillea juniperina subsp. trinervis (R.Br.) Makinson, Grevillea juniperina subsp. villosa Makinson, Grevillea laurifolia subsp. caleyana Olde, Grevillea laurifolia subsp. laurifolia, Grevillea lavandulacea subsp. lavandulacea, Grevillea lavandulacea subsp. rogersii (Maiden) Makinson, Grevillea lawrenceana subsp. lawrenceana, Grevillea maccutcheonii Keighery & Cranfield, Grevillea macmillanii Guillaumin, Grevillea manglesii subsp. manglesii, Grevillea manglesii subsp. ornithopoda (Meisn.) Mc Gill.)" ] } The dataset includes 28099 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187668-240321170329656/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 | 0.005 | 0.009 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.182 | 0.297 |
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".