Effect of plasma membrane-associated proteins on acquisition of freezing tolerance in <i>Arabidopsis thaliana</i> .
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
This paper focuses on several selected cold-responsive plasma membrane proteins and examines their functions in direct relation to cold acclimatization. The proteins include dehydrins (ERD10 and ERD14), outer membrane lipoprotein-like protein (lipocalin-like: AtLCN), and DREPP-like protein and nodulin VfNOD18-like protein; all of these five proteins are found in the solubilized fraction. The genes encoding this subset of five proteins are initially characterized and their effects on the freezing tolerance and freeze-induced lesions of Arabidopsis thaliana in planta with independent transgenic plants that constitutively express one of these genes are analysed subsequently.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 0.001 |
| 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