Functions of the ERF transcription factor family in plants
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
Ethylene responsive factors (ERFs) play vital regulatory roles in a variety of developmental processes and stress responses in plants. In this study, ERF family genes in a wide range of plant species were classified into 8 clusters and 14 subclusters on the basis of phylogenetic relationships, gene structures, conserved motifs, and biological functions. ERF genes, especially those in Clusters II and VII, can be used as candidates to improve crop-plant resistance because their over-expression enhances multiple disease resistances and improves tolerances to drought, salt, and freezing in transgenic plants. The comprehensive analysis of phylogenetic relationships, conserved motifs, and physiological functions is useful in elucidating the biological roles of ERF family genes in signal transduction, gene regulation, and defense response under stress environments.
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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 | 0.000 | 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