Bibliographic record
Abstract
Campylobacter jejuni is an avian commensal bacterium and causes gastrointestinal diarrhea in humans called campylobacteriosis. Campylobacteriosis is acquired by consumption of undercooked poultry contamined with C. jejuni. Poultry can become colonized from contaminated drinking water. The chicken flock and drinking water of 4 poultry farms in Ontario were sampled and the prevalence of C. jejuni in these flocks was determined to be 16.7% over a 1 year sampling period. We determined that contamined- water was a significant risk factor for Campylobacter-positive flocks from flaA typing, PFGE analysis, and genomotyping several isolated strains. Free living amoebae, such as Acanthamoeba species, live in the drinking water of poultry farms. It is hypothesized that Acanthamoeba in the drinking water of poultry farms can take up and act as environmental reservoirs of C. jejuni. Acanthamoeba species were isolated from the drinking water. Acanthamoeba strains were found to act as a vehicle for protection, persistence and growth of C. jejuni isolated from the farm water. The transcriptome of both C. jejuni and A. castellanii during the initial stages of C. jejuni internalization were described by RNA-seq. C. jejuni oxidative defence genes (such as katA, sodB, fdxA) and some other unknown genes (Cj0170, Cj1325, Cj1725) were found to be essential in the interaction with A. castellanii. Our findings suggest that Acanthamoebae act as a C. jejuni reservoir and could be a contributing source of C. jejuni in the environment. Through transcriptomics studies, we have begun to uncover some genetic clues involved in this interaction.
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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 | 0.000 | 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 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".