Investigating the effectiveness of washing cantaloupe melon rind in preventing the transference of surface E. coli into melon flesh
Bibliographic record
Abstract

 Cantaloupe melon was the source of a lethal outbreak of Listeria in 2011. This research investigated whether washing a contaminated cantaloupe rind was sufficient in preventing the transferring of Escherichia coli. Hence, the null hypothesis for this study was that there is no association between washing a contaminated cantaloupe melon and the presence of the contamination in the flesh. In this study, 10 cantaloupes were used to produce a sample size of 20 per washed and unwashed treatments. Each of the samples was transferred to EC broth to determine the presence and absence of Escherichia coli (E. coli), the indicator organism that acted as the “outbreak contaminant.” The results showed 100% of the unwashed melons and 80% of the washed melons to have E. coli transferred into the flesh. A Chi Square analysis produced a p-value of 0.035. The study determined that there was a statistically significant association between washing a melon and the presence of E. coli in the melon flesh. The author recommends washing melon rind as a means to prevent foodborne illness caused by surface contaminants.
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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 | 0.008 | 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 | 0.001 | 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 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".