OPTICAL EXTENSION OF DICKE'S SUPERRADIANCE: A CASE STUDY OF THALLIUM IN THALLIUM MERCURY SYSTEM
Why this work is in the frame
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Bibliographic record
Abstract
A detailed study of superradiance at the Thallium green line (λ=535.0 nm ) in Thallium–Mercury (Tl–Hg) system is reported. High peak power of 1 kW delivered in short pulse duration of 4 nsec (FWHM) has been obtained. Attempts have also been made experimentally to determine the various time constants viz. inhomogeneous dephasing time, decay time, characteristic time, delay time etc. along with their inequality relations for the Tl–Hg system. The experimental results of superradiance in Tl are compared with those predicted theoretically by M. S. Feld et al. 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 | 0.000 |
| 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