Enhancing the antibacterial properties of zinc sulfide thin films by substrate patterning
Why this work is in the frame
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Bibliographic record
Abstract
To investigate the porosity and substrate effects on the antibacterial properties of ZnS thin films, sculptured structures were considered. Two types of uncoated glass and primary coated glass were used as different substrates. Since the porosity percentage is dependent on the shadow of grains, spiral structures with different numbers of pitches were formed on the different substrates. The cross-section and morphology of the samples were investigated by means of FESEM images. To evaluate the antibacterial properties of the samples under light irradiation, the absorption spectra of the structures at different wavelengths were obtained and investigated. The results showed that most adsorption of structures occurs at wavelengths less than 400 nm. Finally, antibacterial properties of this thin film were investigated in two cases of without light and with light irradiation, for two types of Escherichia coli and Staphylococcus aureus bacteria. The results showed that the structures with higher porosity have better antibacterial properties. The results also showed that light radiation increases the antibacterial properties of structures.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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