Study of Ag/PEO-like Nano-composite Functional Film by Magnetron Sputtering
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
Polymerization polyethylene oxide(PEO)-like and Ag nanocomposite was prepared by means of magnetron sputtering Ag while togetherly feeding with glycol dimethyl ethers vapor as monomer.The nanocomposite were characterized by using UV-visible spectroscopy,Fourier transform infrared(FTIR) spectroscopy,x-ray diffraction(XRD),and atomic force microscopy(AFM) for crystal status,surface morphological,structural and chemical properties.The influence of the process conditions on the structure and compositions of the film was studied.It was found that the macro parameters of plasma,such as working pressure,Ar to monomer ratio,and sputtering power,have greater influence on the structure and compositions of the film;The particles of silver distributing uniformly in the body of nanocomposite is in atomic status and grown preferentially in facet(111),which is benefit to the antibacterial application.
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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 | 0.000 | 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 it