Figure 7. A in A new species of Epeolus Latreille, 1802 (Hymenoptera: Apidae) from western North America
Bibliographic record
Abstract
Figure 7. A neighbor-joining tree that includes all COI sequences on BOLD assigned the BIN BOLD:AAF2361 as well as a sequence of a member of the nearest BIN (BOLD:AAF2273), generated in Geneious and based on the Tamura-Nei genetic distance model. The sequence for Epeolus emiliae new species is newly published whereas all others were downloaded from the BOLD Public Data Portal (www.boldsystems.org/index.php/Public_BINSearch?searchtype=records). Each sample is labeled with the following information in the following order: species name, BOLD sample ID, country and province or state of collection, sequence length (with the number of ambiguous bases indicated in square brackets), BIN uniform resource identifier, and GenBank accession number. Scale bar = 2% pairwise distance.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.346 | 0.003 |
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".