Synthesis and Morphology of poly(N-isopropylacrylamide) Nanocomposites with Emulsion Templated Nanoporous Structure
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
In this study, poly(N-isopropylacrylamide) (PNIPAAM) hydrogels were synthesized via a liquid template polymerization method using 200–400 nm polydimethylsiloxane (PDMS) droplets as the porogens, which were stabilized by sodium dodecyl sulfate (SDS). Similar hydrogels were also synthesized with iron (III) oxide superparamagnetic nanoparticles embedded within the gel. These gels were subjected to freeze- or air-drying, and then imaged using scanning electron microscopy. It was found that pores were not accessible from the surface of the freeze-dried gels, but were visible on the surface parallel to the crack plane within the polymer. In contrast, air-dried gels exhibited a well-defined nanoporous structure on the surface. The iron oxide nanoparticles did not have a significant effect on the hydrogel morphology.
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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 | 0.001 | 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 | 0.001 |
| 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