Thermodynamic Model of Structure and Shape in Rigid Polymer‐Laden Membranes
Bibliographic record
Abstract
Abstract A mechanical formulation for multi‐component rigid‐rod‐like polymer‐laden membranes is integrated with the Gibbs‐Duhem equation to describe the role of temperature and adsorption on membrane shape and on the nematic liquid crystal order of the embedded polymer. The rigid‐rod polymer model incorporates curvo‐philic effects promoting polymer re‐orientation along curvature directions and curvo‐phobic effects promoting polymer re‐orientation away from curvature directions, while the membrane curvature energy is described with the Helfrich formulation. The couplings between thermodynamical variables, polymer liquid crystalline order, and membrane curvature are demonstrated and characterized. The theory provides a road‐map to manipulate shape and structure in membranes containing fibers, proteins, and rod‐like polymers. magnified image
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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".