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 119303 species occurrences available in GBIF matching the query: { "and" : [ "BasisOfRecord is Specimen", { "or" : [ "Country is United States of America", "Country is Canada" ] }, "HasCoordinate is true", { "or" : [ "TaxonKey is Anthophora abrupta Say, 1837", "TaxonKey is Anthophora bomboides Kirby, 1837", "TaxonKey is Anthophora terminalis Cresson, 1869", "TaxonKey is Anthophora pilipes (Fabricius)", "TaxonKey is Habropoda laboriosa (Fabricius, 1804)", "TaxonKey is Ceratina calcarata Robertson, 1900", "TaxonKey is Ceratina dupla Say, 1837", "TaxonKey is Ceratina strenua Smith, 1879", "TaxonKey is Xylocopa virginica (Linnaeus, 1771)", "TaxonKey is Euglossa dilemma Bembé & Eltz, 2011", "TaxonKey is Diadasia enavata (Cresson, 1872)", "TaxonKey is Melitoma taurea (Say, 1837)", "TaxonKey is Ptilothrix bombiformis (Cresson, 1879)", "TaxonKey is Bombus auricomus (Robertson, 1903)", "TaxonKey is Bombus bimaculatus Cresson, 1863", "TaxonKey is Bombus griseocollis (De Geer, 1773)", "TaxonKey is Bombus impatiens Cresson, 1863", "TaxonKey is Bombus pensylvanicus (De Geer, 1773)", "TaxonKey is Bombus perplexus Cresson, 1863", "TaxonKey is Bombus rufocinctus Cresson, 1863", "TaxonKey is Bombus ternarius Say, 1837", "TaxonKey is Bombus vagans Smith, 1854", "TaxonKey is Bombus affinis Cresson, 1863" ] }, "HasGeospatialIssue is false" ] } The dataset includes 119303 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013804-190621201848488/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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.704 |
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