Evidence of localized H₂O increases and O₃ recovery in the Antarctic lower stratospheric vortex: MLS observations and BDC variability during late winter to spring
Bibliographic record
Abstract
We examined the interannual variability in ozone (O 3 ) and water vapor (H 2 O) in the lower stratospheric vortex over Antarctica using 19 years of measurements (2004–2022) from the Aura Microwave Limb Sounder (MLS). We focused on the period of the southern hemisphere winter (11–20 September), late winter (21–30 September), and spring (1–10 October) because O 3 and H 2 O dynamics show the most variation during these times. We used a low-pass filter to focus on variations lasting 10 days or longer. The Mann Kendall test and regression analysis were employed to identify linear or non-linear trends. Our findings showed that the vortex-average O 3 increased at 0.01 ppm yr −1 . In contrast, the vortex-averaged H₂O showed no significant trend, although localized increases in H₂O were significantly obvious across all latitudes. In addition to the well-known effects of the Montreal Protocol, we hypothesize that the localized increase in H₂O is driven by the redistribution of water vapor due to strengthened Brewer-Dobson circulation (BDC) dynamics, characterized by enhanced horizontal transport, which, however, is insufficient to induce significant changes in vortex-averaged H₂O. The observed out-of-phase trend between the vertical and horizontal branches of the BDC serves to validate our BDC speed calculation. These results highlight the complex interplay between dynamics and chemistry in the polar stratosphere, emphasizing that while O₃ recovery continues, localized changes in H₂O do not yet significantly impact the vortex-averaged H₂O levels. Our study provides new insights and observational evidence into the role of BDC dynamics and stratospheric ozone recovery, underscoring the importance of both chemical and dynamic processes in shaping the future evolution of the stratospheric ozone layer. • Antarctic ozone shows significant recovery from 2004 to 2021 based on long-term MLS observations. • Stratospheric water vapor increases are linked to Brewer-Dobson circulation variability. • BDC shows declining vertical speed but stronger horizontal transport during late winter. • No significant long-term trends found in vortex-averaged temperature or relative humidity. • Stratospheric dynamics, not temperature, mainly drive observed ozone and water vapor variability.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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 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".