<i>Pyrenophora tritici-repentis</i>: A Worldwide Threat to Wheat
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
The necrotrophic fungus Pyrenophora tritici-repentis is the causal agent of tan spot of wheat, also known as yellow spot. Tan spot is one of the main foliar diseases of wheat, responsible for significant yield loss worldwide. To improve tan spot management, genetic control has been investigated and resistance in some cultivars improved; however, the complexity of the pathosystem wheat - P. tritici-repentis makes integrated disease management strategies very important. In this chapter, we provide an overview of the current state of knowledge of tan spot, including a basic understanding of characterization, pathogenicity, population biology, the global distribution of races, and the genetics of the wheat - P. tritici-repentis interaction. Furthermore, we describe several strategies that can be employed to control tan spot including, seed sanitation, cultural practices, fungicide and biological controls, as well as complementary alternative measures such as fertilization for efficient disease management in wheat production systems.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.004 |
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