Synthesis, Characterizations, Antioxidant and Antibacterial Applications of Silver-incorporated Pectin-based Nanogel
Bibliographic record
Abstract
A multipart approach was used to prepare composites of pectin-grafted-acrylamide (AgPAm) copolymer nanogel (Ngl) with silver incorporation. The characterization of the synthesized nanogel was subjected to studies, including FT-IR, XRD, and DSC analyses, as well as a swelling study to get evidence for successful synthesis and determine the end uses. The XRD evaluation showed a prominent peak for silver metal, emphasizing the successful synthesis. The FTIR analysis confirmed the crosslinking in the nanogel, while DSC was used to measure the changes in physical properties along with time over temperature. The silver-incorporated nanogel was thereafter subjected to antimicrobial studies. Antibacterial analyses carried out against two different bacteria, i.e., gram negative and gram positive, showed a desirable inhibition zone of silver-incorporated nanogel, with a positive control (azithromycin, a known antibiotic) observed in this bacterial activity. The antioxidant assay showed that AgPAm inhibited free radical formation by up to 82%.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| 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".