Responses of the plasma membrane to low temperatures
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 plasma membrane is considered to be the primary site of injury when plant cells are subjected to extracellular freezing. In order for plants or plant cells to acquire freezing tolerance, it is, thus, necessary that the plasma membrane increases its cryostability during freeze‐thaw excursion. During cold acclimation both under natural and artificial conditions, there are compositional, structural and functional changes occurring in the plasma membrane, many, if not all, of which ultimately contribute to increased stability of the plasma membrane under freezing conditions. In addition, changes in the cytosol or intracellular compartments also affect the cryobehaviour of the plasma membrane during freeze‐induced dehydration. Although many alterations occurring during cold acclimation influence the cryobehaviour of the plasma membrane comprehensively, recent advances in functional genomics approaches provide interesting information on the function of specific proteins for plasma membrane behaviour under freezing conditions.
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