Postharvest Storage Procedures and Oxidative Stress
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
Oxidative stress in fruits and vegetables can be detected either directly (as accumulations in reactive oxygen species, increases in lipid peroxidation products, enhanced membrane leakage, or accumulation of brown pigments) or indirectly (as changes in antioxidant components or antioxidant enzyme systems). How all of these measures of oxidative stress relate to each other and how they are associated with the development of postharvest disorders have not been previously discussed in a generalized overview. While there have been great strides in understanding the interrelation of stress perception by the plant tissue and the attempt by the tissues to cope with that stress in the plant eco-physiology literature, postharvest physiology literature of fruits and vegetables has not advanced as far. The intent of this discussion is to bridge the understanding from eco-physiology of plants to improve perspective and interpretation of observations which currently exists in the postharvest physiology literature.
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