Endoparasite control practices on Saskatchewan dairy farms.
Bibliographic record
Abstract
A questionnaire was administered to dairy producers in Saskatchewan in 2016 to determine basic pasture management practices, how producers use parasite control products, and attitudes towards the threat of endoparasites. All 161 dairy producers in Saskatchewan were invited to participate and the survey response rate was 39.8% (64/161). Most respondents (78.3%) were not concerned with endoparasites in their cattle or the threat of anthelmintic resistance. Yet 79.7% of producers reported using anthelmintics in all classes of cattle (lactating cows, dry cows, weaned heifers, and bred heifers). The most common reasons for using an anthelmintic product were as part of a routine management strategy and for the control of external parasites. The most common method to determine dosage was by visual estimation of the animal's weight. Together, these factors may increase the risk for development of anthelmintic resistance.
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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) | 0.001 | 0.004 |
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".