Electrophoretic deposition of carbon nanotubes on semi-conducting and non-conducting 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
Electrophoretic deposition (EPD) is useful for conductive substrates, where a requisite electrical path can be formed. In order to make EPD more broadly applicable for semi-/non-conducting substrates, e.g. EPD of carbon nanotubes (CNTs) on silicon and rubber, we proposed and demonstrated a simple modified EPD set-up. The substrate was directly attached to a conductive electrode at the top end, while a porous separator was placed between the lower parts of the substrate and the electrode which submerged in the CNTs suspension. The separator allowed the suspension moving through its micro-pores to reach the steel to form the requisite conductive path but hindered most CNTs from moving and attaching to the steel. Therefore, CNTs were successfully deposited on the semi-/non- conducting silicon/rubber in a simple single-step process by using the modified EPD set-up. We believe this EPD set-up can be applied to the deposition of versatile particles on various semi-/non-conducting substrates.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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