A Generic Flight Interferometer for Hyperspectral Atmospheric Sounding from GEO Orbit
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
A new generation of sensors with hyperspectral capabilities is being considered for future Geostationary Earth Orbiting weather satellite. The World Meteorological Organization now officially considers hyperspectral sounding as a vital part of future geostationary platforms to be deployed beyond 2015. This choice is dictated by the scientific interest for more vertical resolution in the sounder data product which suggests that multi-bandpass filter approaches be replaced by those providing true spectral capabilities. Interferometer based sounders were recently selected in Europe and Japan to fulfill this requirement. They offer the possibility to efficiently combine large format 2D imaging and high spectral resolution into a single instrument. The Generic Flight Interferometer presented in this paper incorporates ABB's latest flight heritage from three recent missions using FTSs. It aims at showing the community that this key sounder module can meet science requirements with low development risk and offer the high reliability required on operational programs. Dedicated risk mitigation activities results conducted on a demonstration interferometer coupled with an imaging detector are discussed.
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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) | 0.001 | 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 it