Soopolallie (Shepherdia canadensis) Other names: Soapberry, Canada buffaloberry, Russet buffaloberry. Background
Bibliographic record
Abstract
Soopolallie is a shrub in the Oleaster family (Elaeagnaceae). Other BC plants in this family include the wolf-willow and the naturalized Russian olive. The name ‘soopolallie ’ is from the Chinook language for soap (soop) and berry (olallie) (Parish et al 1996). Plant Morphology Soopolallie is a deciduous shrub 1-2 metres tall with brownish branches that are covered with small brownish-orange scabs. The young branches are covered with many rusty spots, as are the undersides of the leaves. The leaves (sparsely distributed along the branches) are opposite and oval with dark green upper surfaces and silvery-whitish hairs on the under surfaces. The yellowish-brown inconspicuous flowers are borne in clusters on stems, before the leaves open. Male and female flowers are produced on separate plants. The fruits are small, soft, bright red berries that are oval and somewhat translucent. They are juicy and edible but extremely bitter and soapy to touch (Parish et al 1996). Ecology
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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.145 | 0.029 |
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".