Tweezing and manipulating the distribution of gold nanorods (GNRs) on a tapered optical fiber to develop a plasmonic structure
Why this work is in the frame
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Bibliographic record
Abstract
A fiber-based plasmonic structure, called a fiber probe, was developed using gold nanorods (GNRs). The distribution of gold nanorods was manipulated using different wavelengths by the phenomenon called optical tweezing. The GNRs are deposited on a tapered fiber surface, which was prepared by etching a multimode fiber. We investigated the physical characteristics of the tapered fiber on the distribution of GNRs. The experimental results based on the developed plasmonic structure as a surface-enhanced raman spectroscopy (SERS) substrate for the detection of graphite and R6G has been reported. The plasmonic structure was also characterized optically.
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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 | 0.000 | 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