Cryotolerance of <i>Escherichia coli</i> 0157:H7 in Laboratory Media and Food
Bibliographic record
Abstract
ABSTRACT: The present study compared the cryotolerance of E. coli 0157:H7 strains with nonpathogenic strains of E. coli. Cold shocked (exposed to 10°C for 6 h) and non‐cold shocked (held at 20°C) cultures were frozen at ‐18°C for up to 240 h in brain heart infusion broth, apple juice, frozen yogurt, and ground beef. The E. coli 0157:H7 strains showed the greatest cold shock effect and cryotolerance. The cold shocked E. coli 0157:H7 strains showed a 25 to 35% increase in their ability to survive frozen storage for 24 h at ‐18°C compared to non‐cold shocked cells. The corresponding value for non‐O157 strains was only about 5%. The food matrix changed the cold shock response in all investigated strains. The largest cold shock effect was observed with broth cultures. Cryotolerance of E. coli was not observed in frozen yogurt and ground beef. The effect of prior cold shock was most pronounced in E. coli 0157:H7 strains after 24 h of freezing.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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 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".