Mixed Micellization of Ionic and Nonionic Surfactants in Aqueous Solution
Why this work is in the frame
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Bibliographic record
Abstract
Mixed micelles of binary surfactant mixtures consisting of nonionic/nonionic and cationic/nonionic surfactants have been prepared in different compositions of the components in aqueous solution in order to study their stability and ideality. Interfacial adsorption, minimum area per surfactant molecule at the interface, thermodynamics of micellization, and stability of mixed micelles have been investigated. The surfactant‐surfactant interaction in the mixed micelle has been determined employing regular solution theory to interpret the experimental findings. Effect of chain length of hydrophobic and hydrophilic moiety on the stability of mixed micelles has been included in the present study.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it