Adhesion of U‐937 Monocytes on Different Amine‐functionalised Polymer Surfaces
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 Human U‐937 monocytes are notoriously reluctant to adhere to normally cell‐adhering surfaces, for example tissue‐culture poly(styrene). In earlier work, these laboratories observed that organic thin films prepared by plasma‐ or ultraviolet‐assisted polymerisation, so‐called PVP:N, did facilitate the adhesion and proliferation of U‐937 under the condition that the concentration of primary amines exceed a critical value, [NH 2 ] crit ≥ 4.2 at.%. That criterion being satisfied by pristine Parylene diX AM, we have compared its performance with those of particular types of PVP:N, L‐PPE:N and UV‐PE:N. Here, we report a study of aging of these coating types in atmospheric air, then of time‐dependent adhesion of U‐937 cells. Although there are similarities, the coatings also manifest interesting differences that so far elude detailed understanding. 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) | 0.000 | 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