Hourglass-graded heterostructures as a possible route towards extremely efficient light emitting diodes
Why this work is in the frame
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Bibliographic record
Abstract
In this study a theoretical analysis of hourglass-graded light emitting diodes (LEDs) is provided. The term hourglass-grading refers to the placement of a wide band gap material at the diode contacts, smoothly tapering to a smaller band gap material in the active centre region. Utilizing AlGaN as our model system, we show that such a device can both effectively confine carrier recombination and mitigate overflow under high doping conditions. Moreover, by lowering the Auger coefficient of recombination in the active region, room temperature internal quantum efficiencies of 95% or more might be achieved in hourglass-graded LEDs at drive currents near 10 3 A cm −2 .
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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