Theoretical study of the reaction–diffusion model of a three-component photopolymerizable system taking into account the shrinking effect
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Bibliographic record
Abstract
We present a further development of theoretical modeling of photo-induced lens formation in polymerizable matrix containing quantum dots (QDs), to take into account also the shrinkage effect by advancing the model of void formation. The intensity dependence of the photopolymerization rate is considered along with the induced diffusion of monomers and QDs, as well as the change of the concentration of voids. The monomer, polymer, and QDs concentrations as well as the effective refractive index of the resulting composite material are calculated subject to the formation of voids in the cell. The challenges, related to this approach, are outlined, and the focal power of the photoinduced lens is calculated.
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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 | 0.001 | 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 | 0.001 | 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 it