Real-Time Observation of Enzymatic Polyhydroxyalkanoate Polymerization Using High-Speed Scanning Atomic Force Microscopy
Bibliographic record
Abstract
High Resolution Image Download MS PowerPoint Slide The initial stage of in vitro polyhydroxyalkanoate (PHA) polymerization by PHA synthase from Ralstonia eutropha (PhaC Re ) 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 PhaC Re 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 PhaC Re 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 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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".