Electronic propertiesof InAs/GaAs self‐assembled quantum dots: beyond the effective mass approximation
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Bibliographic record
Abstract
Abstract The electronic properties of InAs/GaAs self‐assembled quantum dots (SAD) are investigated as a function of their shapes, sizes and stoichiometric compositions with an eight‐band k � p method. Emphasis is placed on the three‐dimensional strain distribution, which is obtained by minimizing the strain energy around the dot region, and the piezoelectric potential, which is calculated by solving the corresponding Poisson equation. Novel features of intraband and interband optical transitions are presented and discussed in relation with the 3D SAD k � p band structure, and their response to external electric fields. Finally, particular attention is paid to the quantum Stark effect in vertically coupled lens‐shaped SADs.
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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