Recent Advances on III‐Nitride Nanowire Light Emitters on Foreign Substrates – Toward Flexible Photonics
Why this work is in the frame
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Bibliographic record
Abstract
Flexible electronic and photonic devices have received broad interest in the past, due to their compact size, new functionalities, and other merits which devices on rigid substrates do not possess. In this context, the author review recent progresses on flexible III‐nitride nanowire photonic devices, focusing on LEDs and lasers. The formation of III‐nitride nanowire LEDs and lasers directly on various foreign substrates is firstly described, paving the way to flexible III‐nitride nanowire photonic devices through either direct growth on or transfer to flexible substrates. The realization of flexible III‐nitride nanowire LEDs through various transfer processes is further detailed. In the end, the challenges of III‐nitride nanowire technology for flexible integrated photonics are discussed.
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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) | 0.001 | 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