The role of transcription in heterologous expression of polyketides in bacterial hosts
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
Heterologous expression of biosynthetic pathways is an indispensable tool in the discovery, production, engineering, and characterization of bacterial polyketides and the complex enzymology involved in their biosynthesis. Ensuring transcription of polyketide biosynthetic gene clusters in heterologous hosts is a pressing problem. This review evaluates the two strategies used to ensure transcription. The first is a promoter replacement approach where promoters known to function in the heterologous host are inserted into the biosynthetic gene cluster. The second is an approach that relies on the heterologous host recognizing and utilizing promoters native to the gene cluster. Both have been successful methodologies and have different strengths and weaknesses, which are highlighted and discussed.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.001 |
| 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