X‐ray spectromicroscopy study of ubiquitin adsorption to plasma polymerized microstructures
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 Synchrotron‐based X‐ray photoemission electron microscopy (X‐PEEM), atomic force microscopy (AFM), time of flight secondary ion mass spectrometry (ToF‐SIMS) and X‐ray photoelectron spectroscopy (XPS) have been used to visualize and characterize plasma polymerized acrylic acid (ppAA) and poly ethylene oxide (PEO)‐like microstructures. Micropatterned microstructures have been fabricated with electron‐beam lithography to obtain contrasted ppAA/PEO‐like structures. A surface area of 500 µm × 500 µm was patterned with arrays of 5 µm diameter circles and 500 µm × 5 µm lines. Samples have been analyzed before and after immersion of ubiquitin protein solutions. AFM and X‐PEEM results indicated that the protein adsorbed preferentially on the ppAA regions for both circular and line patterns. For both circular and line patterns, the protein preferentially adsorbed to the ppAA regions. Copyright © 2010 John Wiley & Sons, Ltd.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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