Bibliographic record
Abstract
A dataset containing 752 species occurrences available in GBIF matching the query: { "and" : [ "Geometry POLYGON ((-85.4296875 30.77922076250566, -85.27587890625 31.681059069572956, -84.96826171874998 32.40742045151701, -85.1934814453125 32.81959486923976, -85.341796875 33.706062655101206, -85.59997558593748 34.97150033361733, -85.5670166015625 34.9895035675793, -85.4296875 34.9895035675793, -84.92431640625 34.9895035675793, -83.07861328125 35.02063973692421, -83.408203125 34.641885423993266, -82.880859375 34.51524736333929, -82.59521484375 34.006770693208686, -82.265625 33.769649767353975, -81.97998046875 33.36687037189081, -81.54052734375 33.01750745735839, -81.40869140625 32.59273564758277, -81.0791015625 32.017018912766815, -80.85937499999998 31.88651330891283, -81.40869140625 30.760341200742076, -82.001953125 30.816968770658615, -82.0458984375 30.400927408242022, -82.2216796875 30.419877105470462, -82.28759765625 30.609171497172713, -85.4296875 30.77922076250566))", "StateProvince is georgia", { "or" : [ "DatasetKey is NMNH Extant Specimen Records (USNM, US)", "DatasetKey is iNaturalist Research-grade Observations", "DatasetKey is University of Tennessee at Chattanooga Insect Collection", "DatasetKey is Malacology Collection at the Academy of Natural Sciences of Philadelphia", "DatasetKey is New Brunswick Museum - Mollusca", "DatasetKey is Canadian Museum of Nature Mollusc Collection - Unionoida", "DatasetKey is Paleobiology Database", "DatasetKey is Recent Invertebrates Specimens" ] }, "TaxonKey is Unionoida" ] } The dataset includes 752 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004910-171002173027117/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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.158 |
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 teacher head, 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".