Chiral Exciton Polaritons in a WS<sub>2</sub> Monolayer
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Transition metal dichalcogenides (TMDs) mono layers exhibit a unique band structure that allows for valley-selective optical excitation at the KlK’ points of the Brillouin zone. The formation of K and K’ excitons, which possess high oscillator strength and strong photoluminescence, can be controlled by circularly polarized light, which opens exciting possibilities for spintronics and quantum information technologies [1]. In the experiment, however, the degree of circular polarization of KlK’ excitons is usually quenched due to non-elastic scattering events, which can be suppressed by strong exciton-photon coupling [2]. Chiral photonic bound states in the continuum (BICs) emerge as a promising candidate for further enhancing the polarization properties in TMDs due to their polarization selectivity and strong confinement of photons [3].
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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