Ekspresowa Analiza Zagrożenia Agrofagiem: Beet pseudoyellows virus
Bibliographic record
Abstract
Beet pseudoyellows virus has a wide range of host plants including both cultivated species (mainly in the cucurbit family), weeds, and ornamentals. The virus is transmitted in a non-persistent manner by the greenhouse whitefly (<em>Trialeurodes vaporarium</em>). Since the virus is not transmitted mechanically or by seed, its prevalence is closely correlated with the extent of its vector. The presence of BPYV has been confirmed in many regions around the world: North America (USA, Canada, Costa Rica), Asia (Japan), Oceania (Australia, New Zealand), and in Europe (Crete, Cyprus, Italy, Spain, Bulgaria, France, the Netherlands). Due to the widespread occurrence of greenhouse whitefly in closed as well as open crops throughout Poland, and the widespread occurrence of virus host plants, the penetration of BPYV into our country with infected insects or with infected plant material (vegetable and ornamental seedlings, fruits), could cause a potential threat to vegetables grown in Poland (e.g., cucumbers, zucchini, pumpkin, lettuce, spinach, carrots) as well as beets, tobacco or flax.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.032 | 0.023 |
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; both teacher heads agree on what is shown here.
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".