Quarantine disinfestation in Russia: past and present
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
Until 2005 disinfestation for plant quarantine purposes in the Russian Federation was mainly based on methyl bromide. Methyl bromide is effective against most important insect pests and is also effective against a wide range of nematodes. However, because of its contribution to stratospheric ozone depletion its use has not been permitted in developed countries since 2005, and in developing countries phase out will take place by 2015. In contrast, phosphine remains widely used, even though many insects have developed resistance to it. Alternative methods are also used such as refrigeration, controlled modified atmospheres, methyl iodide and sulfuryl fluoride. The present paper discusses the history of disinfestation in the USSR and describes the new methods which were developed and used as phytosanitary treatments in the Russian Federation. The techniques presented in this paper are the result of many years of scientific and practical work and the search for alternatives is ongoing.
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) | 0.001 | 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