X-ray Spectroscopy of Silver Nanostructures toward Antibacterial Applications
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
Ag nanostructures have a wide variety of uses in areas such as biological science and catalysis. Determination of the structural properties of Ag nanostructures can assist in the understanding of the mechanisms involved in these processes. This review provides a summary of recently published work with Ag nanostructures including very small Ag nanoclusters, larger Ag nanocrystals, and Ag nanoalloys. X-ray absorption spectroscopy (XAS) is used to elucidate structural and electronic information about the Ag nanostructures, which is then used to provide insight as to the antibacterial activities of the Ag nanostructures. Some unique features of our XAS analysis on Ag nanostructures include multiedge and multielement measurements, multishell fitting and wavelet transformation (WT) of extended X-ray absorption fine structure (EXAFS), and the correlation between X-ray absorption near edge structure (XANES) and density functional theory (DFT) modeling.
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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 | 0.000 | 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 | 0.001 | 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 it