Loading and Release of Drugs from Oxygen‐rich Plasma Polymer Coatings
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
Abstract Low‐pressure plasma‐polymerized ethylene film coatings rich in bonded oxygen groups (L‐PPE:O) were deposited on poly(ethylene terephthalate; PET) in order to act as hosts for antimicrobial drugs. Increasing O 2 content in the ethylene (C 2 H 4 )/Ar–diluted oxygen (O 2 ) gas mixture reduced the deposition rate, but increased the concentration of bonded oxygen, [O], including that of carboxylic acid groups, [COOH], as determined by X‐ray photoelectron‐ (XPS) and Fourier transform infrared (FTIR) spectroscopies, and by toluidine blue O (TBO) assays. L‐PPE:O coatings took up and sustained the release of ciprofloxacin for several hours. Steric hindrance impeded vancomycin penetration into the cross‐linked L‐PPE:O coatings. Ciprofloxacin‐loaded L‐PPE:O coatings inhibited in vitro the growth of Staphylococcus aureus . Deposition of L‐PPE:O on medical devices may endow them with ability to prevent nosocomial infections. magnified image
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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) | 0.001 | 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 it