A probability-amplitude transfer-matrix method for calculating the distribution of light in semiconductor lasers
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Bibliographic record
Abstract
The energy density in a semiconductor laser cavity plays an important role in determining the above-threshold properties of the laser. There is, therefore, a need for accurate physical models for the distribution of light within laser cavities. This paper applies the probability-amplitude method for calculating distributed feedback laser spectra to the problem of calculating the distribution of light within a laser cavity. Results of the calculations are shown to be in agreement with results obtained by other methods, and physical explanations are given for some of the interesting aspects of the distributions of light in semiconductor lasers. The probability-amplitude model for calculation of the distribution of light has advantages over many other models in that it includes both the standing-wave effect and the quantum mechanical nature of the spontaneous emission within the cavity.
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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 | 0.000 |
| 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