Tunable Microcellular Morphologies from Poly(ferrocenylsilane) Ceramic Precursors Foamed in Supercritical CO<sub>2</sub>
Bibliographic record
Abstract
Abstract Summary: Poly(ferrocenylmethylphenylsilane) (PFMPS) and poly[ferrocenylmethyl(phenylacetylido)silane] (PFMPAS) homopolymers are organometallic polymers that can serve as precursors to magnetically‐active ceramics. In this work, PFMPS and PFMPAS films ranging in thickness from 30 to 220 μm have been exposed to scCO 2 over a broad range of saturation pressures, temperatures and times to produce surface‐constrained microcellular polymeric foams. Electron microscopy identifies viable foaming windows and reveals that foams with submicron cell sizes can be generated by judicious selection of exposure conditions. Cell shape anisotropy can likewise be varied from being nearly spherical to vertically elongated. Curvature in the films and non‐negligible surface roughness create paths that facilitate CO 2 diffusion, resulting in the formation of “V‐directional” cells oriented at approximately 30° to the film surface. The development of bimodal cell size distributions is attributed to temperature variation during depressurization and/or stepwise homogeneous and heterogeneous nucleation. These results are prerequisite for the production of magnetically‐active porous ceramics from pyrolyzed PFS foams. SEM image of a PFMPS foam generated in scCO 2 illustrating considerable cell anisotropy: the cells are tilted with respect to the film surface. magnified image SEM image of a PFMPS foam generated in scCO 2 illustrating considerable cell anisotropy: the cells are tilted with respect to the film surface.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".