Photoswitching of ferroelectric liquid crystals using photochromic dopants
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Bibliographic record
Abstract
This review focuses on the development of photochromic dopants designed to trigger the switching of ferroelectric liquid crystals photomodulation of the spontaneous polarization (). The photomodulation of has been achieved by reducing the polar order of a FLC host the change in shape of azobenzene dopants upon - photoisomerization, and the loss of conformational flexibility of dithienylethene dopants upon photocyclization. It has also been achieved by increasing the polarization power of chiral thioindigo dopants in achiral SmC hosts a photoinduced change in transverse dipole moment. A photoinversion of the sign of has been achieved using an "ambidextrous" thioindigo dopant with two competing chiral side-chains that induce polarizations of opposite handedness.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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