Effect of Hydrophilic Shells on the Formation of Colloidal Crystals by Monodisperse Core‐Shell Polymer Microspheres
Bibliographic record
Abstract
Abstract We have found that a soft, hydrophilic shell is necessary in the formation of three‐dimensional colloidal crystals by polymeric microspheres prepared by surfactant‐free emulsion copolymerization. The core‐shell microspheres contain a hard, hydrophobic polystyrene core and a soft, hydrophilic shell made of polyacrylamide or poly(acrylic acid) (PAA). Dilution of the particles induced a red shift of the diffraction peak. We have found a pH switching effect for the formation of colloidal crystals by the microspheres with a PAA shell. When the carboxylic‐acid groups are protonated, the colloidal crystals lose their order. The same effect is observed when a poor solvent is added to the colloidal crystals formed by the microspheres with a polyacrylamide shell. 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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".