Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A dataset containing 8714 species occurrences available in GBIF matching the query: { "and" : [ { "or" : [ "TaxonKey is Eugenia cuprea (O.Berg) Nied.", "TaxonKey is Eugenia cupulata Amshoff", "TaxonKey is Eugenia cupuligera Urb.", "TaxonKey is Eugenia curvivenia McVaugh", "TaxonKey is Eugenia cuspidifolia DC.", "TaxonKey is Eugenia cydoniifolia O.Berg", "TaxonKey is Eugenia cymatodes O.Berg", "TaxonKey is Eugenia daaouiensis Guillaumin", "TaxonKey is Eugenia daenikeri Guillaumin", "TaxonKey is Eugenia darcyi Barrie", "TaxonKey is Eugenia decussata (Vell.) Mattos", "TaxonKey is Eugenia delicatissima N.Snow, Callm. & Phillipson", "TaxonKey is Eugenia denigrata McVaugh", "TaxonKey is Eugenia dentata (O.Berg) Nied.", "TaxonKey is Eugenia dewevrei De Wild. & T.Durand", "TaxonKey is Eugenia dibrachiata McVaugh", "TaxonKey is Eugenia dichroma O.Berg", "TaxonKey is Eugenia dictyophleba O.Berg", "TaxonKey is Eugenia dictyophylla Urb.", "TaxonKey is Eugenia diminutiflora Amshoff", "TaxonKey is Eugenia dimorpha O.Berg", "TaxonKey is Eugenia dinklagei Engl. & Brehmer", "TaxonKey is Eugenia dipetala Sobral & L.Kollmann", "TaxonKey is Eugenia diplocampta Diels", "TaxonKey is Eugenia discifera Gamble", "TaxonKey is Eugenia discolorans, 1895", "TaxonKey is Eugenia discors McVaugh", "TaxonKey is Eugenia discreta McVaugh", "TaxonKey is Eugenia disperma Vell.", "TaxonKey is Eugenia disticha (Sw.) DC.", "TaxonKey is Eugenia dittocrepis O.Berg", "TaxonKey is Eugenia dodoana Engl. & Brehmer", "TaxonKey is Eugenia dodonaeifolia Cambess.", "TaxonKey is Eugenia domingensis O.Berg", "TaxonKey is Eugenia donosoensis Barrie, C.A.Ramos & O.Ortiz", "TaxonKey is Eugenia doubledayi Standl.", "TaxonKey is Eugenia duarteana Cambess.", "TaxonKey is Eugenia duchassaingiana O.Berg", "TaxonKey is Eugenia dulcis O.Berg", "TaxonKey is Eugenia dumosa (Vahl) DC.", "TaxonKey is Eugenia dysenterica DC.", "TaxonKey is Eugenia earhartii Acev.-Rodr.", "TaxonKey is Eugenia earthiana P.E.Sánchez", "TaxonKey is Eugenia echinulata N.Snow", "TaxonKey is Eugenia egensis DC.", "TaxonKey is Eugenia eggersii Kiaersk.", "TaxonKey is Eugenia eliasii Lundell", "TaxonKey is Eugenia elliotii Engl. & Brehmer", "TaxonKey is Eugenia ellipsoidea Kiaersk.", "TaxonKey is Eugenia elliptica Lam.", "TaxonKey is Eugenia elongata Nied.", "TaxonKey is Eugenia emarginata (Kunth) DC.", "TaxonKey is Eugenia ependytes McVaugh", "TaxonKey is Eugenia eperforata Urb.", "TaxonKey is Eugenia ericoides Guillaumin", "TaxonKey is Eugenia erythrocarpa (Kunth) DC.", "TaxonKey is Eugenia erythrophylla Strey", "TaxonKey is Eugenia espinhacensis Bünger & Sobral", "TaxonKey is Eugenia essequiboensis Sandwith", "TaxonKey is Eugenia esteliensis Barrie", "TaxonKey is Eugenia eurycheila O.Berg", "TaxonKey is Eugenia exaltata Rich. ex O.Berg", "TaxonKey is Eugenia excelsa O.Berg", "TaxonKey is Eugenia excisa Urb.", "TaxonKey is Eugenia excoriata O.Berg", "TaxonKey is Eugenia expansa Spring ex Mart.", "TaxonKey is Eugenia farameoides A.Rich.", "TaxonKey is Eugenia farinacea Barrie", "TaxonKey is Eugenia fernandez-alonsoi Parra-Os.", "TaxonKey is Eugenia fernandopoana Engl. & Brehmer", "TaxonKey is Eugenia ferreiraeana O.Berg", "TaxonKey is Eugenia flamingensis O.Berg", "TaxonKey is Eugenia flavescens DC.", "TaxonKey is Eugenia flavoviridis Lundell", "TaxonKey is Eugenia fleuryi A.Chev.", "TaxonKey is Eugenia floccosa Bedd.", "TaxonKey is Eugenia florida DC.", "TaxonKey is Eugenia floscellus D.Legrand", "TaxonKey is Eugenia fluminensis O.Berg", "TaxonKey is Eugenia foetida Pers.", "TaxonKey is Eugenia francavilleana O.Berg", "TaxonKey is Eugenia froesii McVaugh", "TaxonKey is Eugenia fulva Thwaites", "TaxonKey is Eugenia fusca O.Berg", "TaxonKey is Eugenia gacognei Montrouz.", "TaxonKey is Eugenia galalonensis (C.Wright ex Griseb.) Krug & Urb. ex Urb.", "TaxonKey is Eugenia galbaoensis Mattos", "TaxonKey is Eugenia galeata Urb.", "TaxonKey is Eugenia gandhii N.Snow", "TaxonKey is Eugenia gatopensis Guillaumin", "TaxonKey is Eugenia gaudichaudiana O.Berg", "TaxonKey is Eugenia gaumeri Standl.", "TaxonKey is Eugenia gemmiflora O.Berg", "TaxonKey is Eugenia gibberosa Urb.", "TaxonKey is Eugenia gigas Lundell", "TaxonKey is Eugenia gilgii Engl. & Brehmer", "TaxonKey is Eugenia glabra Alston", "TaxonKey is Eugenia glabrata (Sw.) DC.", "TaxonKey is Eugenia glandulosa Cambess.", "TaxonKey is Eugenia glandulosopunctata P.E.Sánchez & Poveda" ] }, "HasCoordinate is TRUE" ] } The dataset includes 8714 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006989-171219132708484/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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.117 |
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 it