Brachygluta luniger LeConte 1849
Bibliographic record
Abstract
Brachygluta luniger (LeConte, 1849)*** Map 14 Material examined. New Brunswick, Gloucester Co., near Acadian Historical Village, 47.7873°N, 65.0797°W, 14.VIII.2005, R. P. Webster & G. Pohl, salt marsh, intertidal zone, on patches of bare clay at base of Spartina patens on upper margin of tidal stream (10, RWC). Collection and habitat data. Brachygluta luniger was collected in the intertidal zone of a salt marsh and is known to be associated with salt marshes (Chandler 1997). The New Brunswick adults were found on small patches of bare clay at the base of salt-meadow grass, Spartina patens (Ait.) Muhl., on the upper margin of a tidal stream. Adults were collected during August. Distribution in Canada and Alaska. NB (new Canadian record). This species has been reported from Massachusetts south to Florida in the United States (Chandler 1997).
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.019 | 0.007 |
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".