Outbreak of S. Weltevreden linked to fermented cashew nut cheese in Victoria, BC
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
Twenty-three Salmonella enterica serovar Weltevreden (S. Weltevreden) illnesses occurred in a Victoria, British Columbia, Canada, restaurant following consumption of fermented vegan cheese. Three clusters of illness over 2 days were traced to a single batch of fermented cashew cheese spread. S. Weltevreden was detected in 11 clinical samples and in the cashew cheese spread. An inspection of the restaurant and review of the food processes revealed high-risk practices, such as use of rejuvelac as a starter culture for fermentation and poor temperature control. Three of five vegan and natural food restaurants in the Victoria area were using similar methods, indicating this type of product was common. Procedures to safely ferment vegan cheese spreads are presented. We also discuss higher-risk food items and practises noted in this event that inspectors should be aware of during inspections.
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) | 0.001 | 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 | 0.001 |
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