Ozone lamina characteristics from ozone vertical profile measurements
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
Positive (negative) ozone laminae are narrow layers of enhanced (depressed) ozone concentration. In this poster we deal with positive ozone lamina characteristics at the ozonosonde stations with sufficient long period of observations in Europe, Japan, Canada and polar latitudes of both hemispheres. We divided laminae into two groups: small with size between 10 and 30 nbar and large with size above 40 nbar. In these groups we search for the following ozone lamina characteristics: depth of laminae, the height position of maximum in laminae annual cycle of lamina occurrence, the number of laminae per profile. Large ozone laminae occurrence increases with increasing latitude, the number of laminae is higher at the northern Hemisphere due to more disturbed polar vortex. The preference height interval for lamina formation is the lower stratosphere up to 18 km.
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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) | 0.043 | 0.017 |
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