Stimulated Exciton–Polariton Scattering in Hybrid Halide Perovskites
Bibliographic record
Abstract
Halide perovskites such as methylammonium lead bromide (MAPbBr 3 ) host tightly bound three-dimensional excitons that are robust at room temperature. The excellent optical properties of MAPbBr 3 allow the design of optical single-mode waveguides and cavities in the frequency range close to excitonic transitions. Taken together, these results indicate that MAPbBr 3 is an excellent platform for probing exciton–polariton nonlinear phenomena at room temperature. Here, we investigate the ultrafast nonequilibrium dynamics of polaritons under nonresonant femtosecond-pulsed excitation. We demonstrate the presence of a stimulated acoustic phonon-assisted scattering regime above the threshold pump fluence, characterized by the explosive growth of emission intensity, a redshift of the emission spectral maximum, spectral narrowing, and subpicosecond emission dynamics. Our theoretical findings are confirmed by experimental measurements.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".