Electrophoretic deposition of chitosan–albumin and Alginate–albumin films
Bibliographic record
Abstract
Electrophoretic deposition methods have been developed for the fabrication of composite films containing biopolymers and bovine serum albumin (BSA). The mechanism of the deposition of chitosan–BSA films was based on electrophoresis of chitosan and BSA in acidic solutions, and co‐precipitation of insoluble chitosan and BSA in the high pH region at the cathode surface. The mechanism of the anodic deposition of alginic acid–BSA films was based on electrophoresis of alginate and BSA in basic solutions and precipitation of insoluble alginic acid and BSA in the low pH region at the anode surface. The deposition yield measurements and scanning electron microscopy investigations showed that the amount of the deposited material can be controlled by variation of the deposition time. Uniform films with thickness of 0–15 μm were obtained on conductive substrates. The films were studied by thermogravimetric analysis, differential thermal analysis and Fourier transform infrared spectroscopy.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".