MIPAS: an instrument for atmospheric and climate research
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
MIPAS, the Michelson Interferometer for Passive \nAtmospheric Sounding, is a mid-infrared emission \nspectrometer which is part of the core payload of ENVISAT. \nIt is a limb sounder, i.e. it scans across the horizon detecting \natmospheric spectral radiances which are inverted to vertical \ntemperature, trace species and cloud distributions. These \ndata can be used for scientific investigations in various research \nfields including dynamics and chemistry in the altitude \nregion between upper troposphere and lower thermosphere. \nThe instrument is a well calibrated and characterized \nFourier transform spectrometer which is able to detect many \ntrace constituents simultaneously. The different concepts of \nretrieval methods are described including multi-target and \ntwo-dimensional retrievals. Operationally generated data \nsets consist of temperature, H2O, O3, CH4, N2O, HNO3, \nand NO2 profiles. Measurement errors are investigated in detail \nand random and systematic errors are specified. The results \nare validated by independent instrumentation which has \nbeen operated at ground stations or aboard balloon gondolas \nand aircraft. Intercomparisons of MIPAS measurements with \nother satellite data have been carried out, too. As a result, it has been proven that the MIPAS data are of good quality. \nMIPAS can be operated in different measurement modes \nin order to optimize the scientific output. Due to the wealth \nof information in the MIPAS spectra, many scientific results \nhave already been published. They include intercomparisons \nof temperature distributions with ECMWF data, \nthe derivation of the whole NOy family, the study of atmospheric \nprocesses during the Antarctic vortex split in September \n2002, the determination of properties of Polar Stratospheric \nClouds, the downward transport of NOx in the middle \natmosphere, the stratosphere-troposphere exchange, the \ninfluence of solar variability on the middle atmosphere, and \nthe observation of Non-LTE effects in the mesosphere.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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