RECENT VALIDATION RESULTS FOR THE ATMOSPHERIC CHEMISTRY EXPERIMENT (ACE)
Bibliographic record
Abstract
The Atmospheric Chemistry Experiment (ACE) is a Canadian scientific satellite mission to perform remote sensing measurements of the Earth's atmosphere. One of the primary goals of ACE mission is to improve our understanding of the chemical and dynamical processes that control the distribution of ozone in the stratosphere and upper troposphere. In order to do this, the accuracy and reliability of the ACE measurements of ozone and other trace gases involved in ozone chemistry (such as NO, NO2, N2O5, HNO3, HCl, and ClONO2) has to be established. This is done by comparisons with measurements from satellite-borne, ground-based, and balloon-borne instruments. This paper outlines recent satellite and ozonesonde comparison results for the ACE-FTS version 2.2 and 2.2 ozone update ozone data products.
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How this classification was reachedexpand
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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".