Noxious weed survey of the U.S. Air Force Academy and Farish Outdoor Recreation Area
Bibliographic record
Abstract
Significant progress towards meeting management objectives has been made for common St. Johnswort, myrtle spurge, Russian knapweed, and tamarisk.Objectives could be reached relatively easily for all of these species, and also for Scotch thistle, through the strategic use of herbicide, biocontrol, and pulling.For other species, the window of opportunity has closed somewhat since 2002.This is especially true for spotted knapweed.Ambitious herbicide treatment of this species over the next two to five years could still turn the current trend around.However, since this species has now been in a phase of rapid spread for 3 to 5 years it has become entrenched enough that reversing the trend will be relatively costly.Leafy spurge and diffuse knapweed have also become significantly more widespread over the last five years.At Farish, yellow toadflax, Canada thistle, and musk thistle are all spreading into new areas rapidly, but because of the small area involved, reversing these trends is still feasible.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".