Review—The Mediating Effect of Chemically Oxidized Silicon Surface on the P4VP Electrografting for Silicon Electrical Insulation
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Bibliographic record
Abstract
The P4VP electrografting process realized on chemically oxidized p-type silicon surface, instead of traditional oxide free surface, leads to a thicker grafted polymer film. In this paper, we studied the influence of the surface states generated during the chemical oxidation of the silicon surface, on the thickness of the P4VP film. We used electrochemical measurements and Mott-Schottky plot analysis to demonstrate that such an oxidized surface does not only allow the electrografting process to occur, but also increases the accumulation of electrons at the silicon interface. In this condition, the chemical oxidation of silicon surface enhances the electro-initiation of the P4VP electrografting process and promotes the polymer growth.
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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 | 0.002 | 0.002 |
| 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 | 0.001 | 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