Comparison of Intestinal Bacterial Populations Between Two Dairy Cattle Herds Colonized or Not by <i>Campylobacter jejuni</i>
Bibliographic record
Abstract
Campylobacter jejuni is an important foodborne pathogen. It can be isolated from bovine feces and its presence is influenced by farm characteristics and management practices. The impact of the bovine gut microbiota on the presence of C. jejuni is poorly documented. Two herds of lactating cows were selected: one where C. jejuni was not detected in 20 animals and the other where 55% of the sampled animals (11/20) were contaminated by C. jejuni. The bacterial diversity of bovine feces from these two herds was analyzed by terminal restriction fragment length polymorphism. The full-length 16S rRNA gene was amplified using fluorescently labeled primers and subsequently digested with HaeIII. Terminal restriction fragments profiles comparison showed a similarity level >79% between microbial populations from both herds. As profiles containing or not C. jejuni were clustered together, it is proposed that the presence of C. jejuni is not linked to a particular profile from the recovered intestinal bovine microbiota.
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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".