Investigation on Polypyrrole-Induced Modification of Aspergillus Flavus: Evaluation of Biocompatibility and Electrochemical Properties
Bibliographic record
Abstract
In the present study, development of a conductive polymer, Polypyrrole (PPy), within the cell wall and periplasm of microorganism was examined.PPy was effectively produced by the two different Aspergillus flavus fungi strains (AF1 and AF2).In order to initiate the manufacture of PPy from the enzyme reaction's byproducts, the Aspergillus flavus strain was used because to its ability to synthesize glucose oxidase.The formation of polypyrrole was confirmed by UV-Vis and FTIR analyses, which also yielded information regarding the chain length and oxidative state of the compound.The absorption spectra, cyclic voltammetry (CV), and Fourier transform infrared spectra of developed PPy were used to study its structural features that have changed over time.By utilizing absorption spectroscopy to determine the polaron charges in PPy-modified Aspergillus flavus culture, it was possible to ascertain that the culture functions as a feasible biocatalyst for the synthesis of PPy.While cyclic voltammetry confirmed that PPy exhibited redox activity in cultures, the stability of this activity was higher in the PPy-AF 2 culture.
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 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) | 0.000 | 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 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".