Bibliographic record
Abstract
A dataset containing 1 species occurrences available in GBIF matching the query: { "and" : [ "Country is Canada", "DatasetKey is one of (New Brunswick Museum - Vascular Plants, West Virginia Wesleyan College, George B. Rossbach Herbarium, G. S. Torrey Herbarium at the University of Connecticut (CONN), Marie-Victorin Herbarium (MT) - Plantes vasculaires, Canadian Museum of Nature Herbarium, University of Michigan Herbarium, Royal Botanical Gardens Herbarium (HAM), University of British Columbia Herbarium (UBC) - Vascular Plant Collection, INSDC Sequences)", "Geometry POLYGON((-115.85738 49.14058,-123.58498 62.20297,-141.11918 60.12397,-132.80318 54.78918,-133.117 53.73007,-131.31258 51.88643,-127.82143 51.02345,-128.56673 50.59196,-124.91868 48.59141,-115.85738 49.14058))", "TaxonKey is Nymphoides peltata (S.G.Gmel.) Kuntze" ] } The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017748-241126133413365/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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.562 |
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; both teacher heads agree on what is shown here.
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".