Refined Method of Assessment of Parameters of Micellization of Surfactants and Percolation of W/O Microemulsions
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Bibliographic record
Abstract
The course of the differential heats of dilution of a surfactant measured in an isothermal titration microcalorimeter is normally of sigmoidal type. The course of percolation of conductance of a water in oil microemulsion induced by either temperature or the water content of the system is also of sigmoidal nature. Derivation of the critical micellar concentration and the enthalpy of micellization (Δ H m ) in the former has been demonstrated to be conveniently obtained by employing the Sigmoidal-Boltzmann equation (SBE). The SBE has been shown also to be conveniently applicable for accurate determination of the threshold temperature (θ p ) and volume fraction (φ p ) of percolation in the latter.
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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 | 0.000 |
| 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 it