Yb<sup>3+</sup>-doped fiber laser with integrated optical cooler
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The quantum defect caused by the difference between the pump and laser photon energies results in heat generation, which deteriorates the performance of lasers. This effect is very significant in high power lasers, since it can cause the stress-induced refractive index change and temperature-induced gain change. The radiation-balanced technique, in which all photons generated in the laser cycle are annihilated with the cooling cycle, has been proposed to solve the problem in the case of solid-state lasers. Unfortunately, in the radiation-balanced laser the radiated energy increases only linearly with the length of the laser medium. We propose a radically new approach to solve the problem of heat generation in lasers by using a co-doped fiber laser with two pump sources. In this laser Yb<sup>3+</sup> ions are responsible for the lasing process, and Tm<sup>3+</sup> ions serve as a cooler incorporated in the body of the laser. This new technique provides an exponential growth of radiation along the laser medium leading to almost athermal operation.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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