Permeation‐resistant and flexible plasma‐polymerised films on 2‐hydroxyethyl methacrylate hydrogels
Bibliographic record
Abstract
Abstract This study focuses on the deposition of plasma polymer films (PPFs) on hydrogels that could act as permeation barriers for aqueous species. The deposited PPFs on hydrogels were studied in terms of their ability to resist the permeation of an aqueous dye molecule after 24‐h exposure to an aqueous solution and mechanical stress. Permeation of the dye toluidine blue O through the hydrogels after plasma polymerisation was at least 75% less than that through an untreated hydrogel. The X‐ray photoelectron spectroscopy analysis showed introduction of O‐ and N‐rich chemical functionalities in the surface chemical composition of the hydrogel after plasma polymerisation. Scanning electron microscope imaging pointed out that milder plasma conditions result in uniform films that do not degrade upon exposure to water or mechanical stress.
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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) | 0.000 | 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 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".