Disinfection assessment in full-scale chlorine contact chambers
Bibliographic record
Abstract
In 1998, the City of Brantford Water Purification Plant was retrofitted with an ultra-high-rate upflow clarification process and two post-clarification chlorine contact chambers. The objective of the work described herein was to assess the theoretical inactivation of Giardia lamblia cysts by free chlorine disinfection in the new chlorine contact chambers. At the time this research was conducted, Ontario drinking water disinfection requirements were not as comprehensive as they are now, following the Walkerton outbreak. In an effort to remain proactive with respect to potential new disinfection regulations in Canada, the 1989 United States Environmental Protection Agency Surface Water Treatment Rule (SWTR) was used to assess the disinfection capability of the City of Brantford chlorine contact chambers. The Ontario Ministry of the Environment promulgated the Ontario Drinking Water Protection Regulation (DWPR) shortly after this project was completed (using the SWTR as a model), reaffirming the relevance of the approach described herein. This study showed that the new chlorine contactors did not provide sufficient contact time to ensure the minimum 0.5-log inactivation of G. lamblia cysts under all potential adverse scenarios. Contactor modifications were made to correct design deficiencies. The comprehensive assessment of the disinfection strategies presented here may be useful to other utilities in Ontario that must now comply with newly implemented DWPRs as well as utilities in other provinces that wish to be proactive with respect to potential new regulations in Canada regarding pathogen control. Key words: surface water treatment rule (SWTR), disinfection, chlorine, Giardia lamblia, CT concept, tracer studies, T10 contact time, log inactivation.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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".