Thermal holographic gratings in liquid crystal cell for dynamic beam control in 1500 nm range
Why this work is in the frame
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Bibliographic record
Abstract
The study of thermally induced holographic gratings written in NLC by the laser beams at telecommunication wavelength of 1500 nm is presented. Thermally induced gratings are especially interesting as having at least one order of magnitude faster response time than orientational gratings. However, their formation in the range 1300-1600 nm is limited due to small absorption of NLCs and absence of effective doping. The formation of thermal grating in our cell is initiated by absorption in the cell walls coating. The tuning of liquid crystal temperature and orientational enhancement of thermal grating allowed us to reach 3% level of diffraction efficiency at low writing beams intensity (23 Wcm<sup>-2</sup>) and small thickness of material (0.02 mm). Holographic liquid crystal devices can be used in all-optical switching, beam routing, automatic wave front correction, phase conjugation etc.
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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 | 0.001 |
| 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