Identification and determination of the antimicrobial susceptibility of the main respiratory pathogens isolated from calves in dairy herds with respiratory diseases in Quebec
Bibliographic record
Abstract
Bovine respiratory disease (BRD) represents 1 of the 2 most important causes of morbidity and death in dairy calves. The detrimental effects of BRD in calves on dairy herds can be substantial and includes decreased profitability because of cost of treatments, decreased growth rate, increased risk of culling before first calving, and death. Calf enzootic pneumonia is associated with multiple bacterial and viral pathogens. In the past 10 years, emerging and re-emerging respiratory pathogens, such as bovine respiratory syncytial virus (BRSV), bovine coronavirus (BCV), and Mycoplasma bovis, have been identified as playing a major role in the development of BRD in dairy calves in North America. Field data regarding the prevalence of various BRD pathogens in dairy calves, particularly calves on small farms, are lacking. The objectives of this study were to identify the primary respiratory pathogens isolated from calves with BRD in Quebec dairy herds and to determine the antimicrobial susceptibility of those pathogens.
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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 | 0.001 |
| 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".