Reduced Sulphur Compounds in Ambient Air and in Emissions from Wastewater Clarifiers at a Kraft Pulp Mill
Bibliographic record
Abstract
Small quantities of reduced sulphur compounds (RSCs) emitted from Kraft pulp mills can affect air quality due to low odour thresholds. Chromatographic methods were developed for individual RSCs at ppt to ppb concentrations. Analyses of ambient air samples showed that while H2S, CH3SH, DMS and DMDS were linked to the pulp mill, the majority of COS and CS2 was due to other sources unrelated to the mill. The fluxes of individual RSCs from kraft wastewater clarifiers were quantified for the first time. DMDS and DMS were the major RSCs emitted from the primary and secondary clarifiers, respectively. RSC fluxes were one to three orders of magnitude higher at the primary clarifier than at the secondary one. Clarifier emissions were, however, insignificant compared to point sources in the mill. Statistically significant correlations were found between the DMS emission and BOD, COD, as well as TSS in the secondary treatment system.
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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 | 0.000 | 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".