A comparison of laboratory and field resistance to macrocyclic lactones in Haemonchus contortus /
Bibliographic record
Abstract
Sustainable parasite control in livestock depends on anthelmintic drugs. The nematode Haemonchus contortus, the most important intestinal parasite of sheep and goats has developed resistance to all classes of anthelmintics including moxidectin, the most potent of the macrocyclic lactones. Pyrosequencing was used to screen H. contortus laboratory and field strains for single nucleotide polymorphisms (SNPs) associated with resistance in three genes, and determine their involvement in field resistance to macrocyclic lactones. Specific SNPs increased in frequency in ivermectin/moxidectin laboratory selected strains for all three genes. These did not protect a resistant field strain from a field dose of ivermectin and were not the major mechanism of resistance in the field strain. A gamma-aminobutyric acid chloride receptor SNP may be a potential marker for moxidectin resistance in the field. This study indicates results obtained from laboratory strains selected with sub-therapeutic doses of drug may not reflect the situation in the field.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.000 |
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 source (direct Gemma or distilled Codex), 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".