Air-surface exchange of gases and particles: poster proceedings
Bibliographic record
Abstract
The Sixth International Conference on Air-Surface Exchange of Gases and Particles, held in Edinburgh in July 2000, brought together the 'pollutant deposition' science community, largely from Europe and North America, for the first time in a decade.With the rapid progress in instrumentation, models and methods, a substantial divergence in approach has developed during the 10year gap and the discussions at the conference provided a valuable opportunity to compare experiences and results.This period was also a time of considerable change in emissions and deposition of sulphur, and to a lesser extent, nitrogen oxides.The underlying scientific understanding developed considerably during this period and many of the processes simplified in long-range transport models of the l970s as a single fixed parameter have been shown to require models of their own to simulate the temporal and spatial variability.Such changes are entirely expected, and conferences of this type, which are focussed on a relatively narrow field, provide an excellent opportunity to review progress and identify the major gaps in understanding.The conference provided a forum for presentation and discussion of 55 oral papers, which are published in the international literature as a special issue of the journal Water, Air and Soil Pollution.The informal sessions at the conference also provided ample discussion around the 28 poster presentations covering a broad range of gases and surface-atmosphere exchange processes.This proceedings brings togther the poster papers from the conference in a single volume.As such, it provides a valuable reference volume for the delegates from the conference.The volume also provides contact details of the conference delegates.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.085 | 0.021 |
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".