Extended-Spectrum β-Lactamase and AmpC β-Lactamase-Producing <i>Escherichia coli</i> Isolates from Chickens Raised in Small Flocks in Ontario, Canada
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
Food-producing animals are recognized to play a role in the epidemiology of antimicrobial resistance in Canada. However, the presence of resistant organisms in particular groups of animals, such as chickens raised in small-holder flocks, has not been studied. The purpose of this study was, therefore, to identify and characterize Escherichia coli possessing broad-spectrum β-lactamase genes among a collection of third-generation cephalosporin-resistant isolates recovered from 205 small flocks in southern Ontario. Extended-spectrum β-lactamase (ESBL; CTX-M-1) positive strains were isolated from 26 out of 205 flocks (12.7%), whereas 39 strains possessing AmpC (CMY-2) were grown from 31 out of 205 flocks (15.1%). Pulsed-field gel electrophoresis (PFGE) revealed that the isolates were genetically heterogeneous. Further testing by multi-locus sequence typing confirmed that none of the PFGE-defined clusters belonged to ST131. Our results suggest that the dissemination of this resistance in bacteria isolated from chickens in small-holder flocks may be associated with the spread of plasmids rather than particular E. coli clones and that these isolates do not possess the ESBL types most commonly associated with human infections (CTX-M-15).
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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 it