Bibliographic record
Abstract
Pallicephala occidentalis (Cole) Specimens examined (38). BC: Dewdney; Fort Fraser; Hope, Coquihalla River; Hope, Hunter Creek; Kikomun Creek Park; Tutshi Lake, south end. YT: Aishihik, 7.2 km N; Aishihik Road, km 95; Alaska Highway, km 1800 at Swede Johnson Creek; Albert Creek; Carcross, Bennett Lake dunes (Fig. 15); Kluane Lake, Cultus Bay; Takhini River, Alaska Highway bridge; Upper Laberge. RBCM, ROME. Database and literature records (9). BC: Chilliwack, Fort Fraser, Grand Forks, Quesnel, Robson. INHS, MEI, SEM, Webb & Irwin (1991). Conservation status. BC: S3S5. YT: SNR. Distributional notes. Pallicephala occidentalis is widespread in British Columbia from the Lower Fraser Valley (Dewdney, Hope) east to the Columbia Valley (Robson), north through the central plateau (Quesnel, Fort Fraser) to the Yukon border (Tutshi Lake). It is common in the southwestern Yukon (Kluane Lake, Carcross, Takhini River). Ecoprovinces and other designations. BC: Georgia Depression, Southern Interior Mountains, Central Interior, Northern Boreal Mountains. YT: Boreal Cordillera. Range. Cordilleran. Yukon and British Columbia south through Washington and Oregon to California (Webb et al. 2013). Biological notes. Flight period: 4 May–11 August. The species has been collected along the edge of a sandy, bouldery stream bed among Populus trichocarpa seedings; in sand dunes (Fig.15), on sandy, south-facing slopes; in a dry alkaline meadow; on Salix catkins (RBCM).
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.028 | 0.008 |
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".