Biological control of soil borne pathogens
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
Soil-borne pathogens from the genera Verticillium, Fusarium, Sclerotinia, Rhizoctonia and Pythium, cause great economic losses in crop production in both, greenhouse and open field production. Control of these pathogens is difficult because of its polyphagous nature and the lack of adequate methods for pathogen suppression which contributed to spread of soil borne pathogens in all major vegetable production areas in Serbia. Soil disinfection is the most effective way to control these pathogens, and for this purpose methyl bromide was successfully used for many years. In 1992, methyl bromide was listed as an ozonedepleting substance under the Montreal Protocol - an international treaty to protect the ozone layer. Today, numerous researches are involved in finding methyl bromide alternatives for suppression of soilborne plant pathogens. Consequently, there is an increasing interest in the introduction of antagonistic bacteria and possible exploitation of essential oil for management of soil-borne pathogens.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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 it