Study of the Glass Transition Temperature of As‐ <scp>S</scp> Glasses for the Fabrication of Chalcogenide Optical Fibers
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Bibliographic record
Abstract
Values of glass transition temperature ( T g ) and of linear expansion coefficient (α) for A s x S 100− x glasses were measured in the range of concentrations 35 × 42. Because of the importance of the glass formation region 35 × 42 for the optical fibers elaboration, special attention was made on high‐pure A s x S 100− x glasses. For the glass in the range of 35 × 38, we measure T g with the interval of x equal to 1 at.% of arsenic. We also measured the T g values with the interval of x equal to 0.5 at.% of A s. We obtained nonlinear behavior of T g , reflecting the change in molecular composition of A s‐ S glass in the glass composition range studied. The control of such parameters is important to produce optical fibers with specific numerical aperture.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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