Electrophoretic deposition of polymer and composite films
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) method has been developed for the fabrication of poly(4-vinylpyridine- co-butyl methacrylate) (PVPBM) films and composite PVPBM–CeO 2 films. The deposition kinetics and mechanisms of cathodic EPD of pure PVPBM, CeO 2 and composites were investigated and discussed. The surface charging and dispersion of CeO 2 was achieved using trans-cinnamic acid (TCA). The influence of TCA concentration and solvent on the deposition efficiency was investigated. The thickness of the films was varied in the range of 0·5–15 μm. The composite films were obtained as PVPBM–CeO 2 monolayers or PVPBM/PVPBM–CeO 2 laminates. The deposition yield, film microstructure and composition were investigated.
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