Actual condition of ozone layer on earth with a special review on Serbia
Bibliographic record
Abstract
This paper's aim is survey of the most recent results on the stratospheric ozone condition on Earth and under Serbian territory, identification of possible causes of its dynamics, as well as projection of condition of stratospheric layer in the future. The decrease of emissions and concentrations of substances that cause ozone depletion is concluded, ozone layer is not in the state of further decomposition while the role of natural factors in its dynamics is much obvious and more significant than previously considered. During period 1979-2005 the decrease of ozone concentration was noticed under Serbian territory cumulatively for 24.5 DU (7.2%). However, by method of flexible trend it was established that process of ozone layer covering dominated from pentad 1992-1996. Inter-annual variations of stratospheric ozone concentration under Serbia have still been in the function of natural causes such as solar and volcanic activities. Key words: ozone layer, ozone holes, Serbia, CFC, natural factors.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".