Mechanism of the Evaporation of Ag Nano-Twinned Films on Si Wafers with Assistance of Ion Beam Bombardment
Bibliographic record
Abstract
Ag nanotwinned thin film with a thickness of about 4 μm has been evaporated on an 8-inch Si wafer with the assistance of ion beam bombardment.FIB cross-sectional imaging revealed many columnar grains with an average width of about 0.5 μm containing numerous parallel Ag nanotwins.The XRD spectrum showed a strong Ag (111) peak without any other crystal orientations both in the central and edge regions, indicating the (111) preferred orientation of the Ag nanotwinned films.The results were consistent with top-view EBSD inverse pole figure analysis showing a very high density of the (111) orientation, 85.2±1.9%, on the surface of the Si wafer.A modified stress relaxation model is proposed to explain the enhancement of the formation of a high density of nanotwins in the Ag films evaporated with simultaneous ion bombardment.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".