Effects of Vesicle Size and Shape on Static and Dynamic Light Scattering Measurements
Why this work is in the frame
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Bibliographic record
Abstract
A theoretical description of the effects of size, size distribution, and shape of large unilamellar vesicles on static (SLS) and dynamic (DLS) light scattering measurements is presented. Practical limitations and the relative accuracy of different analysis techniques, such as cumulants, discrete Laplace inversions, and the small-angle approximation, are investigated. It is shown that neither SLS nor DLS information can independently yield a unique size and shape characterization of a vesicle system. However, combined analysis of SLS and DLS measurements, when jointly made on the same sample, can lead to a unique determination of vesicle shape, size, and size distribution.
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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