Design of Scanning Fiber Micro-Cantilever based Catheter for Ultra-Small Endoscopes
Bibliographic record
Abstract
The continuous research into optics and micro-electro-mechanical systems (MEMSs) enables the fabrication of optical scanners having diameters as small as few millimeters. As a result, medical practitioners can image smaller areas of the body that were inaccessible in the past. The overarching goal of this work has been to develop a sub-millimeter sized optical scanner that provides a foundation for a miniaturized endoscope able to image previously inaccessible luminal organs in real time. The proposed scanner consisted of a vibrating optical fiber that carried laser light to the target imaging area, with a peripheric ring of more optical fibers to capture the backscattered reflected light within the same device. The desired vibratory motion of the scanning cantilevered fiber was obtained using an electro-thermal actuator which periodically excited the distal end of the scanning fiber to provide movement.
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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 | 0.000 | 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 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".