Assembling an endcap to optical fibers by femtosecond laser welding and milling
Why this work is in the frame
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Bibliographic record
Abstract
A novel method for assembling endcaps to optical fibers is presented. The method relies on femtosecond laser welding and milling of a glass slide to the polished end of the fiber. The fiber is welded to the glass slide in the cladding region so as to seal the core area without affecting its optical transparency. The same laser is used to mill through the glass slide thereby shaping a microscopic endcap with a diameter slightly larger than that of the fiber. The method was applied to both a standard and a microstructured optical fiber. Preliminary results are also presented on femtosecond laser welding parallel to an interface showing the potential of this approach for optical fiber fusion splicing.
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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 | 0.000 | 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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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