Impact of operating pressure and oxygen gas flow on the characteristics of zinc oxide coatings
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Bibliographic record
Abstract
The primary aim of this study is to examine the effects of various combinations of working pressure and oxygen gas flow on the properties of zinc oxide (ZnO) coatings. Well-crystalline ZnO coatings are formed by employing RF magnetron sputtering on silicon wafers and glass while varying the working pressure and oxygen gas flow. The structure of the thin film was analyzed using X-ray diffraction (XRD). According to the XRD data, the film's structure was made of ZnO, and the peak (002) was visible. Over the wavelength range of 300–800 nm, the optical transmittance of ZnO thin film was examined. The observed transmission value was on average 85 %. With the assistance of contact angle measurement equipment, the surface energy and contact angle of the developed coatings were both determined. Measured contact angles ranged from 96.6° to 115.3°, whereas the surface energy ranged from 14.08 to 25.11 mJ/m2. The enhancement of the anti-icing attributes was achieved by the modification of the operating pressure and gas flow during the deposition process of the coatings.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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