Public health investigation of swimming pool chlorine gas disinfection systems
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In February 2012, a chlorine gas leak at a public pool facility in the British Columbia southern interior sent 70 people to hospital for assessment and treatment. As part of the follow-up investigation, the Interior Health (IH) public health engineering team undertook a comprehensive review of chlorine gas disinfection systems in public pools throughout the region. Deficiencies in the capacity to safely capture and release gas leaks were found in all 19 systems inspected. The engineering team subsequently worked with facility owners and area Environmental Health Officers to mitigate high-risk issues. However, less than half of the facilities were changed to on-site chlorine generation systems. Chlorine gas in public pool facilities poses an inherent risk to public health, and regional health authorities are responsible for routinely inspecting and overseeing these systems. The IH public engineering team continues to advocate for transitioning all public pool chlorine gas systems to less hazardous means of disinfection.
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.
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 | 0.000 |
| 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) | 0.000 | 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 it