Bibliographic record
Abstract
invasive fungal pathogen Cronartium ribicola, cause of the lethal disease white pine blister rust (WPBR), has penetrated white pine communities across the western United States and Canada and continues to spread, threatening the remaining uninfected com-munities (Burns et al., 2008). WPBR devastated commercial culti-vation of western white pine (Pinus monticola) and sugar pine major contributor munities 2010). Sev the affected species serve important roles in their native Among these is limber pine (Pinus flexilis), which has a broad extending from the Rocky Mountains to the eastern Sierra N and eastern Oregon and an elevation range from 870 to 3500 m across its full distribution (Schoettle and Rochelle, 2000; Steele, 1990). Limber pine is an important high elevation species in the Southern Rocky Mountains, often defining the alpine treeline (Schoettle, 2004; Schoettle and Rochelle, 2000). Particularly in the-se high elevation communities, limber pine constitutes a keystone species through its role in stabilizing otherwise dry, unoccupied
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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.729 | 0.599 |
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".