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
Electron-beam irradiation (EBI) is a novel, non-thermal, physical method of food preservation (processing) technology which is effective in achieving microbial decontamination, insect disinfestation and shelf-life improvement of various food- and agriculture-based commodities. This technology is economical and environmental friendly and holds several advantages over other sources of food irradiation and conventional preservation techniques. Based on the available scientific reports, EBI could prove to be a potential alternative to the current chemical fumigants used for preservation purposes. Reports available have clearly indicated the effectiveness of employing electron beams in preserving the overall qualities and extending the shelf life of various fruits, vegetables, cereals, legumes, poultry, meat and seafoods. EBI can be highly effective when combined with other conventional and non-conventional food-processing technologies. Being a recently explored technology, there are still wide gaps prevailing in the body of research that need to be filled to provide appropriate scientific evidence. In the present chapter we aim to highlight a few vital reports on the use of EBI in various food commodities and emphasize certain vital areas which need to be explored in the near future for commercialization purposes and to overcome quarantine barriers of international trade. It is expected that this novel technology will benefit both processors and consumers in the near future.
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) | 0.003 | 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