Bibliographic record
Abstract
Oxypoda opaca (Gravenhorst, 1802) Fig 21, Map 21 New Records. CANADA, New Brunswick, Carleton Co., Meduxnekeag River Valley Nature Preserve, 46.1940°N, 67.6800°W, 12.VIII.2004, 23.VI.2006 (2 sex undetermined, RWC). York Co., Charters Settlement, 45.8395°N, 66.7391°W, 16.IV.2005, 27.IV.2005, 29.III.2006, 5.V.2006, 27.IV.2008 (1 ♁, 3 ♀, 1 sex undetermined, RWC); same locality, 18.X.2007 (1 sex undetermined, RWC); same locality, 23.IV.2008 (1 ♁, RWC). Bionomic Notes. Most adults of this adventive species were collected from decaying organic material (decaying fleshy fungi, decaying vegetables (compost), decaying 22 23 24 Figures Į9–24. Į9 Oxypoda lacustris 20 O. lucidula 2Į O. opaca 22 O. vockerothi 23 Tachyusa americana 24 Myllaena ludificans [19, 21, 22, 24, apical part of abdomen removed]. Scale = 1 mm Map 2Į. Collection localities in New Brunswick, Canada of Oxypoda opaca. moldy corncobs and cornhusks). One flying individual was collected with a net during the late afternoon (15:00 to 18:00 h) in late April. Adults were collected in late March, April, May, June, August, and October. Collection method: sifting, some collected in flight with net during evening. Distribution in Canada and Alaska. ON, NB, NS (Klimaszewski et al. 2006; Gouix and Klimaszewski 2007).
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.039 | 0.006 |
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".