Low‐pressure plasma treatment for direct amination of L605 CoCr alloy for the further covalent grafting of molecules
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
Low‐pressure plasma represents a versatile platform for material surface modifications. As regards metallic substrates, the deposition of polymeric coatings generally constitutes an added step prior to biomolecule grafting. An original multi‐step approach involving surface preparation, direct plasma‐amination, and biomolecule grafting was explored in the present study. Overall results, supported by XPS and ToF‐SIMS analyses, confirm the successful, and homogeneous grafting of peptide onto the metallic substrate. To the best of our knowledge, this is the first study to present a successful low‐pressure plasma amination procedure in metal. This innovative technique has the potential to easily graft biomolecules and thus creates opportunities for advances in the development of novel functional devices.
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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