Ultrasmooth ultrathin Ag films by AlN seeding and Ar/N2 sputtering for transparent conductive and heating applications
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Bibliographic record
Abstract
We report on the fabrication of 15-nm Ag films with 0.6 nm RMS roughness and only 3 times the bulk electrical resistivity using a transparent AlN seed layer and Ar/N2 (60% N2) based sputtering of Ag. Either AlN-seeding or Ar/N2 sputtering alone reduces the percolation threshold of Ag thin films and smoothens their surface. However, significant reduction in localized surface plasmon resonance was observed only through the use of Ar/N2 sputtering. As a demonstration of its application as a transparent conductive film, we construct a transparent heat-regulating metallo-dielectric coating using our ultrathin ultrasmooth Ag films with minimal optical absorption loss.
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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