Bibliographic record
Abstract
A dataset containing 2699 species occurrences available in GBIF matching the query: { "and" : [ "DatasetKey is one of (Phragmites of Canada, UAM Herbarium (ALA), Vascular Plant Collection (Arctos), McGill University Herbarium Database, UQTR-herbarium (Herbier Estelle-Lacoursière), E. C. Smith Herbarium (ACAD), Carnegie Museum of Natural History Herbarium, Academy of Natural Sciences of Drexel University, Marie-Victorin Herbarium (MT) - Plantes vasculaires, Herbier Louis-Marie (QFA) - Collection de plantes vasculaires, Herbier du Québec (QUE) - Collection de plantes vasculaires, iNaturalist Research-grade Observations)", "GadmGid is one of (CAN.11.9_1, CAN.11.42_1, CAN.11.90.1_1, CAN.11.54_1, CAN.11.90_1, CAN.11.12_1, CAN.11.54.3_1, CAN.11.29_1)", "Geometry POLYGON((-70.895 45.59014,-70.81334 45.60458,-70.71748 45.70047,-70.63793 45.74617,-70.57964 45.8554,-70.62347 46.04178,-70.49362 45.95362,-70.5471 45.82565,-70.38144 45.76096,-70.32099 45.9544,-70.37394 46.0229,-70.41785 46.07477,-70.45894 46.09021,-70.58447 46.1097,-70.62537 46.14361,-70.53719 46.19389,-70.4999 46.20599,-70.48627 46.25068,-70.49126 46.26519,-70.54255 46.26755,-70.61596 46.24712,-70.67483 46.1924,-70.75785 46.25619,-70.81931 46.32983,-70.94633 46.41568,-70.96147 46.38983,-70.99139 46.37235,-70.68186 46.00816,-70.67148 45.91437,-70.70131 45.86228,-70.895 45.59014))", "HasCoordinate is true", "HasGeospatialIssue is false", "InstitutionCode is one of (que, université laval, udem, cm, acadia university, ph, uqtr, mtmg, uam, inaturalist)", "OccurrenceStatus is Present", "PublishingOrg is one of (09871350-0a23-11d8-b854-b8a03c50a862, d9699a79-4736-45c2-925c-f4033ac67d52, 182287da-fe0f-457f-ac06-2b8f4c7680fd, f9b67ad0-9c9b-11d9-b9db-b8a03c50a862, 9b39ec23-ce4d-4601-ad50-26c4b3f542ac, 6491ad8c-8e49-4bd4-a089-0ddb3bbe0890, c1da06f0-580e-11dc-8a9e-b8a03c50a862, ff7bd5db-b724-4932-b496-10ea298851f9, b52e9a80-8cb7-4d37-9324-46032fd69237, 19d3786d-5f8c-4309-995f-646ed5934089, 28eb1a3f-1c15-4a95-931a-4af90ecb574d)", "TaxonKey is Tracheophyta" ] } The dataset includes 2699 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011800-250827131500795/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 | 0.006 | 0.009 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.208 | 0.317 |
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".