Carbon Dots Release from Biodegradable Coatings Deposited by Aerosol-Assisted Open-Air Plasma
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
Open-air aerosol-assisted plasma deposition has emerged as an efficient process to deposit innovative composite coatings. In this work, it was used to investigate biodegradable polymeric coatings loaded with carbon dots (CDs) for bioengineering and biomedical applications. The structure, composition, wettability, and biodegradation of these coatings depend on the precursors used, here methacrylic anhydride and ethylene glycol di-methacrylate. The effectiveness of the deposition was confirmed by X-ray photoelectron and Fourier-transformed infrared spectroscopies, i.e. , polymerization of vinyl groups and integrity of hydrolysable functions. The latter allow control the CDs release over time, which were homogenously distributed in the coating, as confirmed by electronic and confocal microscopies. Both coatings were found to be non-cytotoxic to human dermal fibroblasts. This one-step open-air acrylate-based plasma deposition strategy has enabled the tuning of the coating release profile and offers new perspectives for drug delivery applications.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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