Functional plasma polymer films for the purification of pancreatic β cells
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 Pure pancreatic β cells play a major role in multiple areas of diabetic research, nevertheless, the separation of β cells remains a challenge. The objective of this study is to show the feasibility of using plasma polymers to remove fibroblasts from β cells. Oxygen‐ and nitrogen‐rich organic coatings with different O and N concentrations were prepared by plasma copolymerization of binary gas mixtures combining a hydrocarbon and a heteroatom‐containing gas. The separation of cell pancreatic and fibroblast cell lines was tested using various plasma polymers. The results showed that a unique oxygen‐rich coating with ∼13% of oxygen, promoted fibroblast separation with 82% selectivity. The results support the concept that plasma polymers could be a suitable substrate for the selective adhesion and removal of fibroblasts.
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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