Bibliographic record
Abstract
A dataset containing 10430 species occurrences available in GBIF matching the query: { "and" : [ { "or" : [ "BasisOfRecord is Specimen", "BasisOfRecord is Material sample" ] }, { "or" : [ "Country is Canada", "Country is United States of America", "Country is Mexico" ] }, "Year 1950-2018", "HasCoordinate is true", { "or" : [ "TaxonKey is Dendroctonus adjunctus Blandford, 1897", "TaxonKey is Dendroctonus approximatus Dietz, 1890", "TaxonKey is Dendroctonus brevicomis LeConte, 1876", "TaxonKey is Dendroctonus frontalis Zimmermann, 1868", "TaxonKey is Dendroctonus jeffreyi Hopkins, 1909", "TaxonKey is Dendroctonus murrayanae Hopkins, 1909", "TaxonKey is Dendroctonus ponderosae Hopkins, 1902", "TaxonKey is Dendroctonus pseudotsugae Hopkins, 1905", "TaxonKey is Dendroctonus punctatus LeConte, 1868", "TaxonKey is Dendroctonus rufipennis Kirby, 1837", "TaxonKey is Dendroctonus simplex LeConte, 1868", "TaxonKey is Dendroctonus terebrans (A.G.Olivier, 1800)", "TaxonKey is Dendroctonus valens LeConte, 1859", "TaxonKey is Dendroctonus aztecus Wood, 1963", "TaxonKey is Dendroctonus armandi Tsai & Li, 1959", "TaxonKey is Dendroctonus arizonicus Hopkins, 1909", "TaxonKey is Dendroctonus barragani Furniss, 2001", "TaxonKey is Dendroctonus barberi Hopkins, 1909", "TaxonKey is Dendroctonus beckeri T.O.Thatcher, 1954", "TaxonKey is Dendroctonus convexifrons Hopkins, 1909", "TaxonKey is Dendroctonus californicus Hopkins, 1902", "TaxonKey is Dendroctonus dietzi Hopkins, 1902", "TaxonKey is Dendroctonus engelmanni Hopkins, 1909", "TaxonKey is Dendroctonus fletcheri Hopkins, 1902", "TaxonKey is Dendroctonus minor Hartig, 1834", "TaxonKey is Dendroctonus W.F.Erichson, 1836", "TaxonKey is Dendroctonus juniperi Doebner, 1860", "TaxonKey is Dendroctonus wickhami Hopkins, 1902", "TaxonKey is Dendroctonus piniperda Erichson, 1836", "TaxonKey is Dendroctonus haagi Eichhoff, 1868", "TaxonKey is Dendroctonus johanseni J.M.Swaine, 1919", "TaxonKey is Dendroctonus minimus Erichson, 1836", "TaxonKey is Dendroctonus graniger Eichhoff, 1868", "TaxonKey is Dendroctonus keeni Hopkins, 1902", "TaxonKey is Dendroctonus menziesii Safranyik, 1995", "TaxonKey is Dendroctonus monticolae Hopkins, 1905", "TaxonKey is Dendroctonus minor Erichson, 1836", "TaxonKey is Dendroctonus mexicanus Hopkins, 1905", "TaxonKey is Dendroctonus micans (J.G.Kugelann, 1794)", "TaxonKey is Dendroctonus parallelocollis Chapuis, 1869", "TaxonKey is Dendroctonus prosorovi Kurenzov & Kononov, 1966", "TaxonKey is Dendroctonus piceaperda Hopkins, 1901", "TaxonKey is Dendroctonus pinicida Hopkins, 1902", "TaxonKey is Dendroctonus rhizophagus J.B.Thomas & D.E.Bright, 1970", "TaxonKey is Dendroctonus similis LeConte, 1857", "TaxonKey is Dendroctonus shoshone Hopkins, 1902", "TaxonKey is Dendroctonus vitei Wood, 1974", "TaxonKey is Dendroctonus borealis Hopkins, 1909" ] }, "HasGeospatialIssue is false" ] } The dataset includes 10430 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015445-181108115102211/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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.147 |
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".