Feature Review: Transcriptional Regulation of Cotton Fiber Growth Shujuan Wang
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 study summarizes the transcriptional regulatory mechanisms involved in cotton fiber growth, focusing on the roles of key transcription factors and their downstream targets, provides a detailed analysis of transcription factors related to fiber initiation, elongation, and secondary cell wall synthesis, including AUX/IAA, bHLH, MYB, NAC, and WRKY, and their functions at different developmental stages. The study demonstrates the close cooperation of hormone signaling, transcription factors, and epigenetic mechanisms in regulating cotton fiber growth and quality. This study discusses the application of RNAi and CRISPR/Cas9 technologies in functional validation of cotton fiber genes, highlighting the potential of gene editing and synthetic biology in fiber trait improvement. This review provides a scientific foundation for understanding the regulatory networks of cotton fiber development and future breeding strategies.
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