Two Cases of Legionnaires’ disease following exposure to a hot tub at a private residence – Ontario, 2021
Bibliographic record
Abstract
On September 10, 2021, the Haliburton, Kawartha, Pine Ridge District Health Unit in Ontario, Canada, received a case report of Legionella pneumophila serogroup 1 in a patient (case 1) hospitalized for pneumonia. A second case (case 2) within the same household was also identified. Case 1 was laboratory diagnosed by urine antigen testing, whereas case 2 was diagnosed by PCR and culture from a respiratory specimen collected from case 2, both at Public Health Ontario Laboratory, Ontario, Canada. Cases were linked by household and both cases were exposed via a newly purchased but previously used hot tub. Samples from the hot tub were culture positive when tested at PHO’s Laboratory. Given a respiratory culture isolate was available, together with an environmental isolate from the hot tub, sequence based typing was undertaken. Having both a clinical and an environmental culture isolate is essential for molecular investigations. The sequence type for the clinical isolate was the same as the environmental isolate, providing additional evidence that the hot tub was the source of infection for both cases.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| 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".