Climatology of the relationship between ozone lamina number and daily/nvalue of total ozone
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
This poster deals with relationship between positive and negative lamina number and daily values of total ozone at/nthe ozonosonde stations with sufficient length of observations. We search for this relationship at the European and/nthe Japanese ozonosonde stations as well at the American and Canadian midlatitude stations and at the stations in/nthe high latitudes At the European midlatitude stations there is a strong positive correlations between daily values/nof positive lamina number and daily values of ozone amount up to 30 km. These correlations are weaker and/nnegative for negative lamina number. Are these findings geographically dependent? Is any latitudinal dependence/nof this relationship? Are there any differences between the Arctic and the Antarctica? This poster try to answer/nthese question.
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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