Ekspresowa Analiza Zagrożenia Agrofagiem: Melampsora farlowii
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
<em>Melampsora farlowii</em> (syn. <em>Chrysomyxa farlowii</em> Saccardo & Traverso, Necium farlowii J.C. Arthur) is the causal agent of Christmas tree rust, included in the kingdom of fungi. <em>M. farlowii </em>infests plants of the genus <em>Tsuga </em>sp. (Christmas tree). Among the most endangered species found in the PRA area are <em>Tsuga canadiensis</em> (Canadian Christmas tree), <em>Tsuga caroliniana</em> (Carolinian Christmas tree), <em>Tsuga heterophylla</em> (Western Christmas tree), <em>Tsuga mertensiana</em> (Martens' Christmas tree). There are no known cases of the disease on other host plant species. The necessary conditions for the development of Christmas tree rust are cool (10°-18°C) and humid weather (the occurrence of at least 10 hours of rainfall). These are optimal conditions for both the development of teliospores and basidiospores. Climatic conditions and the topographical layout of Poland allow the disease to develop on host plants when the pathogen occurs in the PRA area. Due to the need for plant fragments or soil containing teliospores or basidiospores of the culprit to reach the PRA area, as well as the lack of presence of the agrophage in countries neighboring the PRA area, the assessment of the risk of occurrence is low.
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.
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 | 0.001 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.140 | 0.071 |
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 it