Bibliographic record
Abstract
A dataset containing 3582 species occurrences available in GBIF matching the query: { "and" : [ { "or" : [ "TaxonKey is Eugenia lacistema Sobral", "TaxonKey is Eugenia laeteviridis Urb.", "TaxonKey is Eugenia laevis O.Berg", "TaxonKey is Eugenia lagoensis Kiaersk.", "TaxonKey is Eugenia lambertiana DC.", "TaxonKey is Eugenia lamprophylla Urb.", "TaxonKey is Eugenia lancetillae Standl.", "TaxonKey is Eugenia langsdorffii O.Berg", "TaxonKey is Eugenia laruotteana Cambess.", "TaxonKey is Eugenia latifolia Aubl.", "TaxonKey is Eugenia laurae Proctor", "TaxonKey is Eugenia laxa DC.", "TaxonKey is Eugenia ledermannii Engl. & Brehmer", "TaxonKey is Eugenia ledophylla (Standl.) McVaugh", "TaxonKey is Eugenia lempana Barrie", "TaxonKey is Eugenia leonanii Mattos", "TaxonKey is Eugenia leonensis Engl. & Brehmer", "TaxonKey is Eugenia lepidota O.Berg", "TaxonKey is Eugenia leptoclada O.Berg", "TaxonKey is Eugenia letreroana Lundell", "TaxonKey is Eugenia leucadendron O.Berg", "TaxonKey is Eugenia lhotzkyana O.Berg", "TaxonKey is Eugenia liberiana Amshoff", "TaxonKey is Eugenia librevillensis Amshoff", "TaxonKey is Eugenia liebmannii Standl.", "TaxonKey is Eugenia liesneri Barrie", "TaxonKey is Eugenia ligustrina (Sw.) Willd.", "TaxonKey is Eugenia ligustroides Urb.", "TaxonKey is Eugenia limbosa O.Berg", "TaxonKey is Eugenia lindahlii Urb. & Ekman", "TaxonKey is Eugenia linearis Rich. ex O.Berg", "TaxonKey is Eugenia lineata (Sw.) DC.", "TaxonKey is Eugenia lineolata Urb. & Ekman", "TaxonKey is Eugenia lithosperma Barrie", "TaxonKey is Eugenia littoralis Pancher ex Brongn. & Gris", "TaxonKey is Eugenia livida O.Berg", "TaxonKey is Eugenia locuples Barrie", "TaxonKey is Eugenia loheri C.B.Rob.", "TaxonKey is Eugenia lokobensis H.Perrier", "TaxonKey is Eugenia lokohensis H.Perrier", "TaxonKey is Eugenia longibracteata Mazine", "TaxonKey is Eugenia longicuspis McVaugh", "TaxonKey is Eugenia longifolia DC.", "TaxonKey is Eugenia longipetiolata Mattos", "TaxonKey is Eugenia longiracemosa Kiaersk.", "TaxonKey is Eugenia longuensis N.Snow", "TaxonKey is Eugenia louisae N.Snow", "TaxonKey is Eugenia louvelii H.Perrier", "TaxonKey is Eugenia lucens Alain", "TaxonKey is Eugenia luciae Amshoff", "TaxonKey is Eugenia lucida Lam.", "TaxonKey is Eugenia ludoviciana Gómez-Laur.", "TaxonKey is Eugenia luschnathiana (O.Berg) Klotzsch ex B.D.Jacks.", "TaxonKey is Eugenia lutescens Cambess.", "TaxonKey is Eugenia mabaeoides Wight", "TaxonKey is Eugenia macahensis O.Berg", "TaxonKey is Eugenia macedoi Mattos & D.Legrand", "TaxonKey is Eugenia mackeeana Guillaumin", "TaxonKey is Eugenia macnabiana (Krug & Urb.) Urb.", "TaxonKey is Eugenia macradenia Urb. & Ekman", "TaxonKey is Eugenia macrantha O.Berg", "TaxonKey is Eugenia macrobracteolata Mattos", "TaxonKey is Eugenia macrocarpa Cham. & Schltdl.", "TaxonKey is Eugenia macrosperma DC.", "TaxonKey is Eugenia madugodaense Kosterm.", "TaxonKey is Eugenia maestrensis Urb.", "TaxonKey is Eugenia magna B.Holst", "TaxonKey is Eugenia magnibracteolata Mattos & D.Legrand", "TaxonKey is Eugenia magnifica Spring ex Mart.", "TaxonKey is Eugenia magniflora Barrie", "TaxonKey is Eugenia magoana Lundell", "TaxonKey is Eugenia malacantha D.Legrand", "TaxonKey is Eugenia malcomberi N.Snow", "TaxonKey is Eugenia malpighioides (Kunth) DC.", "TaxonKey is Eugenia mandevillensis Urb.", "TaxonKey is Eugenia mandioccensis O.Berg", "TaxonKey is Eugenia mandonii McVaugh", "TaxonKey is Eugenia manonae N.Snow & Rabenant.", "TaxonKey is Eugenia mansoi O.Berg", "TaxonKey is Eugenia mansoni O.Berg", "TaxonKey is Eugenia marambaiensis M.C.Souza & M.P.Lima", "TaxonKey is Eugenia maritima DC.", "TaxonKey is Eugenia marlierioides Rusby", "TaxonKey is Eugenia marowynensis Miq.", "TaxonKey is Eugenia marshiana Griseb.", "TaxonKey is Eugenia matagalpensis P.E.Sánchez", "TaxonKey is Eugenia mattogrossensis Sobral", "TaxonKey is Eugenia mattosii D.Legrand", "TaxonKey is Eugenia matudae Lundell", "TaxonKey is Eugenia mcphersonii Barrie", "TaxonKey is Eugenia mcvaughii Steyerm. & Lasser", "TaxonKey is Eugenia megaflora Govaerts", "TaxonKey is Eugenia melanadenia Krug & Urb. ex Urb.", "TaxonKey is Eugenia melanogyna (D.Legrand) Sobral", "TaxonKey is Eugenia membranifolia Nied.", "TaxonKey is Eugenia memecylifolia Talbot", "TaxonKey is Eugenia meridensis Steyerm.", "TaxonKey is Eugenia mespiloides Lam.", "TaxonKey is Eugenia michoacanensis Lundell", "TaxonKey is Eugenia micranthoides McVaugh" ] }, "HasCoordinate is TRUE" ] } The dataset includes 3582 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006991-171219132708484/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) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.012 |
| Science and technology studies | 0.002 | 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) | 0.254 | 0.372 |
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".