Advances in Study of Lignin Biosynthesis and Genetic Engineering Modification
Bibliographic record
Abstract
Lignin is,second to cellulose,the most abundant organic compound in the terrestrial biosphere.With important biological function in the growth and development of plant,lignin is one kind of major biomass.The removal of lignin in paper manufacture is not only an energyrequiring and high-cost process,but its residue would cause pollution to environment.For the paper industry and the environment,it would be beneficial to process and improve trees with less lignin or with lignin that is more easily extractable.Significant advances have been made in manipulation and modifiction of lignin biosynthesis pathway with genetic engineering in order to control lignin content,modify lignin composition for easier extractability.Transgentic plants with modified lignin biosynthesis have provided new insight into further understanding of lignification,lignin construct and biosynthesis pathway,and its genetic regulation.Prospects of manipulation of genes involed in the conventional lignin pathway would be xylem-specific promoters,double and several constructs and transcription factors and so on.
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.
How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".