In-fiber colloidal photonic crystals and the formed stop band in fiber longitudinal direction
Bibliographic record
Abstract
We report a microfluid-guided growth of colloidal photonic crystals inside a twin-hole optical fiber. The microfluid is pumped by the vapor pressure and capillary force of the solvent sealed in a vial. A face-centered-cubic lattice-type structure has been achieved for colloidal photonic crystals grown inside the twin-hole optical fiber. The colloidal crystal growths at air-colloid interfaces, fiber microchannel-colloid interfaces, and crystal-colloid boundaries are studied with scanning electronic microscope. Optical reflection measurement reveals a stop band along the fiber longitudinal direction due to the Bragg diffraction of in-fiber colloidal photonic crystals. The in-fiber photonic crystal adds an optical function to the microstructure optical fiber by incorporating spectral control through a structural resonance in the cladding region of the optical fiber.
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How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".