Atmospheric Waves as a high Reynold's number, scaling phenomena
Why this work is in the frame
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Bibliographic record
Abstract
In this contribution, we pose the problem in terms of space-time localization versus delocalization of structures with the help of space-time propagators obeying the same space-time scaling symmetries as the turbulence. We show that the scaling implies the existence of high Re propagators corresponding to fractional rather than integer order wave equations. We then test the theory by analyzing infrared radiances measured over the southwest Pacific by geostationary satellite MTSAT at 30 km, 1 hr resolution. Building on the approach of Wheeler and Kiladis, we show that after removing a theoretical turbulent (and scaling) background from the measured spectrum, the residuals describe the observed wave-like effects with dispersion relations close to the standard gravity wave dispersion relations but with wave propagators of fractional order Hw 0.15. Waves are thus an emergent, high Re phenomenon.
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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) | 0.002 | 0.002 |
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