Self-consistent model of a nanoscale semiconductor laser using Green and Wigner functions in two bases
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Bibliographic record
Abstract
We report on the development of a self-consistent nanoscale semiconductor laser model. Wigner functions are used for modeling the carrier dynamics and the effect of the boundary conditions. The Green functions are used for interband polarizations, which we use to derive the optical susceptibility. We begin with a generalized approach applicable to different nanosystems with a flexible band-structure-type information and finish with an example of a quantum well laser using a combination of parabolic and L\"uttinger-K\"ohn band structure approximations. The novelty of this model is its ability to self-consistently incorporate spectral and dynamical characeristics for a semiconductor laser. In particular, an example will be presented where a nonequilibrium correction term for the standard susceptibility equation is derived.
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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