UV-laser-based process for quantum well intermixing of III-V heterostructures
Bibliographic record
Abstract
The influence of surface irradiation of GaAs with a KrF excimer laser on the magnitude of a quantum well (QW) intermixing effect has been investigated in GaAs/AlGaAs QW heterostructures. The irradiation was carried out in an atmospheric environment with laser pulses of fluence between 60 and 90 mJ/cm2. Following the irradiation, the samples were annealed in a rapid thermal annealing furnace at temperatures ranging from 850 to 925°C. Compared with non-irradiated samples, a strong suppression of the bandgap shift has been observed in all laser irradiated samples. The suppression increased from 5 to 22 nm for samples irradiated with 88 mJ/cm2 pulses and annealed at 850 and 900°C, respectively. This increased thermal stability of excimer laser irradiated samples indicates the potential for developing a process for selective area bandgap engineering of large area GaAs/AlGaAs QW wafers.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".