In situ GISAXS study of Permalloy thin film growth dynamics on self-organized nanorippled Si templates
Bibliographic record
Abstract
Real-time growth investigation of permalloy (Py) thin film deposition on ion beam sculptured nanoripple Si template has been performed using in situ grazing incidence small angle X-ray scattering (GISAXS) technique. During film deposition, four growth regimes are observed- Template-guided conformal growth transitions into strain-induced roughening, followed by structural reordering, and finally bulk-like rough film growth. The growth behavior of the film, including its shape and spatial arrangements, has been obtained using simulation and models. Anisotropic magnetoresistance (AMR) has been performed to study the magneto transport properties of the thickness dependence of Py films on nanorippled templates. As the film thickness increases, the effect of surface ripples on its magnetic behavior weakens, which reduces the AMR response.
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How this classification was reachedexpand
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 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".