Bibliographic record
Abstract
A dataset containing 22292 species occurrences available in GBIF matching the query: { "and" : [ "HasCoordinate is true", { "or" : [ "TaxonKey is Abeliophyllum distichum Nakai", "TaxonKey is Acanthella sprucei Hook.fil.", "TaxonKey is Achuaria hirsuta Gereau", "TaxonKey is Acnistus arborescens (L.) Schltdl.", "TaxonKey is Acoelorraphe wrightii H.Wendl., 1907", "TaxonKey is Acrocarpus fraxinifolius Wight & Arn.", "TaxonKey is Acrosynanthus parvifolius Britton ex Standl.", "TaxonKey is Acrothamnus suaveolens (Hook.fil.) Quinn", "TaxonKey is Actinocheita filicina (DC.) F.A.Barkley", "TaxonKey is Actinorhytis calapparia (Blume) H.Wendl. & Drude ex Scheff.", "TaxonKey is Acunaeanthus tinifolius (Griseb.) Borhidi", "TaxonKey is Adenanthos sericeus Labill.", "TaxonKey is Adenaria floribunda Kunth", "TaxonKey is Adenocarpus mannii (Hook.f.) Hook.f.", "TaxonKey is Adenolobus garipensis (E.Mey.) Torre & Hillc.", "TaxonKey is Adenorandia kalbreyeri (Hiern) Robbr. & Bridson", "TaxonKey is Adenostoma sparsifolium Torr.", "TaxonKey is Adiscanthus fusciflorus Ducke", "TaxonKey is Aetoxylon sympetalum (Steenis & Domke) Airy Shaw", "TaxonKey is Aextoxicon punctatum Ruiz & Pav.", "TaxonKey is Afrolicania elaeosperma Mildbr.", "TaxonKey is Afrosersalisia louisii Liben", "TaxonKey is Afrotrewia kamerunica Pax & K.Hoffm.", "TaxonKey is Agapetes pilifera Hook.fil. ex C.B.Clarke", "TaxonKey is Agasthiyamalaia pauciflora (Bedd.) S.Rajkumar & Janarth.", "TaxonKey is Agonis flexuosa (Muhl. ex Willd.) Sweet", "TaxonKey is Androcalymma glabrifolium Dwyer", "TaxonKey is Andreadoxa flava Kallunki", "TaxonKey is Andradea floribunda Allemão", "TaxonKey is Andinocleome magnifica (Briq.) Iltis & Cochrane", "TaxonKey is Andeimalva machupicchensis (Krapov.) J.A.Tate", "TaxonKey is Ancylobothrys pyriformis Pierre", "TaxonKey is Anastrabe integerrima E.Mey. ex Benth.", "TaxonKey is Anakasia simplicifolia Philipson", "TaxonKey is Anagyris foetida L.", "TaxonKey is Amyxa pluricornis (Radlk.) Domke & Airy Shaw", "TaxonKey is Amphirrhox longifolia (A.St.-Hil.) Spreng.", "TaxonKey is Amphiodon effusus Huber", "TaxonKey is Amorphospermum antilogum F.Muell.", "TaxonKey is Amolinia heydeana (B.L.Rob.) R.M.King & H.Rob.", "TaxonKey is Amherstia nobilis Wall.", "TaxonKey is Amesiodendron chinense (Merr.) Hu", "TaxonKey is Ambrosia carduacea (Greene) W.W.Payne", "TaxonKey is Amborella trichopoda Baill.", "TaxonKey is Amblygonocarpus andongensis (Welw. ex Oliv.) Exell & Torre", "TaxonKey is Ambilobea madagascariensis (Capuron) Thulin, Beier & Razafim.", "TaxonKey is Amaroria soulameoides A.Gray", "TaxonKey is Alzatea verticillata Ruiz & Pav.", "TaxonKey is Alternanthera rugulosa (B.L.Rob.) Howell", "TaxonKey is Aloysia virgata (Ruiz & Pav.) Juss.", "TaxonKey is Allowoodsonia whitmorei Markgr.", "TaxonKey is Allosyncarpia ternata S.T.Blake", "TaxonKey is Allospondias laxiflora (Kurz) Lace", "TaxonKey is Allophylastrum frutescens Acev.-Rodr.", "TaxonKey is Alleizettella rubra Pit.", "TaxonKey is Allamanda weberbaueri Markgr.", "TaxonKey is Allagoptera caudescens (Mart.) Kuntze", "TaxonKey is Allaeanthus glaber Warb.", "TaxonKey is Alfaropsis roxburghiana (Lindl.) Iljinsk.", "TaxonKey is Aleisanthia sylvatica Ridl.", "TaxonKey is Alberta magna E.Mey.", "TaxonKey is Alatococcus siqueirae Acev.-Rodr.", "TaxonKey is Akania bidwillii (Hend. ex Hogg) Mabb.", "TaxonKey is Airyantha schweinfurthii (Taub.) Brummitt", "TaxonKey is Aidiopsis orophila (Miq.) Ridsdale", "TaxonKey is Aguiaria excelsa Ducke" ] }, "HasGeospatialIssue is false" ] } The dataset includes 22292 records from 351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003492-200127171203522/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 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.249 | 0.366 |
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".