Electrophoretic deposition of chitosan–albumin and Alginate–albumin 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 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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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