Canadian Aerosol Module (CAM): A size‐segregated simulation of atmospheric aerosol processes for climate and air quality models 2. Global sea‐salt aerosol and its budgets
Bibliographic record
Abstract
Size‐segregated sea‐salt aerosols were included as dynamic constituents in the third generation of the Canadian general circulation model (GCMIII) using the Canadian Aerosol Module (CAM). A 12‐bin sectional model was used to simulate wind‐dependent sea‐salt aerosol generation at the surface, diffusive, and advective transports, as well as wet and dry removals as a function of particle size. The dependence of model‐predicted atmospheric sea‐salt concentration on wind speed is weaker than the u 3.41 dependence of sea‐salt emissions but nevertheless still significant. A comparison of GCMIII surface winds with European Centre for Medium‐Range Weather Forecasting reanalyzed winds was used to identify a globally averaged bias of modeled surface marine winds of 18%. After taking this into account, two‐year simulations were performed to study the atmospheric sea‐salt cycle. Comparisons of seasonal mean model predictions with observed sea‐salt mass concentrations at 24 marine observatories were in reasonable agreement (generally better than a factor of 2). The annual global sea‐salt flux is estimated to be 1.01 × 10 13 kg with ∼32% from the Northern Hemisphere and with 98% in supermicron particles. Although emissions to the atmosphere of submicron sea‐salt particles larger than 0.2 μm radius make up only 2% of the total global emissions, they contribute significantly to the background aerosol mass and number concentrations in the marine atmosphere. Submicron sea‐salt aerosols contribute substantially to the total optical depth of the atmosphere over the open oceans. They account for 5–15% of total sea‐salt mass in air at the surface and 20% at 700 hPa. The global mass mean dry diameter of sea‐salt aerosols over oceans is 2.8 μm at the surface and 1.9 μm in the midtroposphere. Concentrations are highest in the roaring forties of the Southern Hemisphere and over the northern oceans from October to March. Residence times of sea‐salt aerosols were highly variable depending on size, vertical dispersion, and removal processes. The mean residence time for 7.7 μm and 0.4 μm particles in the marine boundary layer were in the range 0.3–10 hours and 80–360 hours, respectively.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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".