Formation Mechanism of Silicon Nanowires Using Chemical/Electrochemical Process
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
In this work, Si nanostructure arrays are fabricated using a low-cost chemical/electrochemical etching method. The technique consists of two consecutive chemical and electrochemical etching steps. A mask-less and nonlithographical technique of anisotropic wet etching of silicon samples in hydroxide solutions was used to generate pyramid shape seeding points. The subsequent fabrication stages consist of electrochemically etching to generate nanowires. The growth mechanism of the nanowires was investigated experimentally in order to find out the effects of various fabrication parameters on the physical properties of the nanowires like their structures, shapes, sizes, aspect ratio, and morphologies. Modeling and simulation of the nanowires growth are performed using multiphysics software tool, COMSOL, in order to explain and confirm the experimental results.
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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