Long-chain LPS-based enzyme-linked immunosorbent assay to detect swine herds infected by <i>Actinobacillus pleuropneumoniae</i> serotype 17.
Bibliographic record
Abstract
serotype 17, one of the two most recent serotypes described, has been isolated from diseased pigs in North America. Yet, no serological test for surveillance has been developed so far. An enzyme-linked immunosorbent assay (ELISA) using the long-chain lipopolysaccharide antigen (LC-LPS) of this serotype is described. As predicted by previous genetic data on the O-antigen locus, cross reactions were observed between this serotype and serotypes 3, 6, 8, and 15. Although animals infected by serotype 17 would be detected using the current serotype 3 LC-LPS ELISA, better results may be obtained when plates are coated with the antigen purified from the homologous serotype.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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".