Correlation between Global Emissions of α-hexachlorocyclohexane and Its Concentrations in the Arctic Air
Why this work is in the frame
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Bibliographic record
Abstract
The mean air concentrations of α-hexachlorocyclohexane (HCH) in the Arctic responded quickly to the change of global α-HCH emissions from 1979 to the early 1990, and the air concentrations in the Arctic and global emissions of α-HCH are strongly correlated with correlation coefficient r 2 = 0.90. The quick response and the strong correlation indicate that atmospheric long-range transport was the dominant pathway for α-HCH to enter arctic air before early 1990s. An equation is derived from the least-square equation to calculate the annual concentrations of α-HCH in arctic air from global annual α-HCH emissions between 1945 and 1990, and the results indicate that a reasonable estimate of historical air concentration of α-HCH in the Arctic can be inferred from the global emission data.
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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 | 0.001 |
| 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