Investigation of cross-hatch in In0.3Ga0.7As pseudo-substrates
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Metamorphic buffer layers offer a wide variety of lattice constants for substrate on which devices can be grown. However, almost in all cases, the surface of the pseudo-substrate contains striations which are known as “cross-hatch.” Although, it is accepted that this surface undulation is related with the underlying gridlike misfit dislocations (MDs), the exact correlation is still to be determined. In this article, degree of polarization of photoluminescence maps and atomic force microscopy were used to analyze the correlation between surface undulation and the underlying strain field of the pseudo-substrate. From the correlation, it can be said that the surface undulation is not formed after MD nucleation, but MDs form in some of the troughs of the undulation.
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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