Characterization of the Surface Layer of Micelles: Advanced Investigation by Salt Incorporation
Bibliographic record
Abstract
, sodium salicylate, and potassium benzoate. Nitrophenol violet and myristic acid were used as probes. Molecular dynamics simulation, laser Doppler electrophoresis, UV-vis spectroscopy, acid-base equilibrium approach, and chemical kinetic method were applied to investigate probe localization, zeta potential, solvatochromism, surface potential, and ion-exchange, respectively. Experimental findings include deceleration of nucleophilic addition, complete deactivation of the kinetic micellar effect, substrate desolubilization upon salt addition, micelle overcharging, deviation from the lyotropic series, and nonindifferent ions affecting cationic and zwitterionic micelles. These results are crucial when charge interactions determine the dynamics of binding, desorption, and fusion. The CTAB-based nanospecies with surface potentials close to zero are of particular interest because of their unique behavior, which resembles that of so-called "living" polymers. Desolubilization of the sample in a salt solution may be relevant when it is necessary to release the substrate from the nanocarrier into the target cells. The charge inversion in medical electrophoresis (purification techniques, crossing membrane barriers) is crucial as initially positively charged particles start migrating toward the anode instead of their natural direction. Moreover, the results offer valuable insights into designing surfactant-functionalized surfaces, including nanotubes enveloped in surfactant bilayers and related nanostructures.
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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".