Direct Growth of One‐, Two‐, and Three‐Dimensional Nanostructured Materials at Electrode Surfaces
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 chapter, one-dimensional (1D) nanostructured materials primarily focus on nanowires, nanorods, and nanotubes. Two-dimensional (2D) nanomaterials mainly include nanoplates and graphene oxide (GO) sheets, whereas three-dimensional (3D) nanomaterials chiefly comprise nanodendrites and nanoflowers. Various widespread synthesis methods which are currently in common use for the growth of nanomaterials on electrode surfaces, spanning hydrothermal, templated, thermal decomposition, anodization, and chemical deposition, are discussed in the chapter. The direct growth of nanomaterials on a substrate provides a number of advantages, such as an enhanced mechanical interface between the substrate and the grown nanomaterial, greater electron transfer, and higher stability. The chapter describes the mechanism for the fabrication of titanium dioxide (TiO2) nanotubes on titanium substrates. The morphologies of the TiO2 nanotubes also significantly depend on the solution temperature, applied voltage, and anodization duration.
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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