Bibliographic record
Abstract
Ozodiceromyia signatipennis (Cole) Specimens examined (38). BC: Mahoney Lake; Nanaimo, Newcastle Island; Okanagan Falls, White Lake; Okanagan Falls, Willowbrook; Oliver, UBC Geology Camp; Osoyoos, Haynes Lease; Saanich; Penticton, West Bench; Vernon. RBCM, SEM. Database and literature records (64). BC: Bowser; Christina Lake; Gillies Bay; Oliver; Oliver, UBC Geology Camp; Oliver, 6 km N; Oliver, 11.3 km N; Okanagan Falls; Okanagan Falls, White Lake; Osoyoos; Osoyoos, Richter Pass; Robson; Summerland; Vernon. CNCI, CSCA, EMUS, MEI, SEM, USNM. Conservation status. BC: S4 Distributional notes. This therevid is recorded in British Columbia from Vancouver Island (Bowser, Nanaimo) east to the Okanagan Valley (Oliver, Vernon) and Columbia River (Robson). Its range probably includes the southern valleys east to the Rocky Mountains and north to the Thompson drainage, based on data from adjacent jurisdictions. Ecoprovinces and other designations. BC: Georgia Depression, Southern Interior, Southern Interior Mountains. Range. Western. British Columbia east to Ontario, south to Texas, New Mexico, Arizona, and California; Mexico (Webb et al. 2013). Biological notes: Flight period: 30 May–8 October. In British Columbia, O. signatipennis has been collected in a shrub thicket (Rosa woodsii and Crataegus douglasii) in Festuca grassland, in an aspen draw in Pinus ponderosa woodland, and along a sandy lakeshore.
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 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 | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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".