Real-Time Observation of Enzymatic Polyhydroxyalkanoate Polymerization Using High-Speed Scanning Atomic Force Microscopy
Bibliographic record
Abstract
Abstract The initial stage of in vitro polyhydroxyalkanoate (PHA) polymerization by PHA synthase from Ralstonia eutropha (PhaCRe) on a mica substrate in water was observed using high-speed scanning atomic force microscopy (HS-AFM). Before PHA polymerization, the adsorption–desorption cycle of the PhaCRe molecule on mica was observed in real time. For approximately 30 s after the addition of the PHA monomer, no significant change was observed on the mica substrate, but PhaCRe could be transformed into an active enzyme in water upon contact with the monomer during this period. Subsequently, linearly elongating rod-shaped objects were observed on the mica substrate, plausibly as a result of the polymerization reaction. The height of these elongating objects was considerably larger than the expected height for a single PHA chain. This observation suggests that PHA chains generated during the reported experiments might form some kind of a semiregular structure.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".