PCR-Detection of Hemophilus paragallinarum, Hemophilus somnus, Mannheimia (Pasteurella) hemolytica, Mannheimia spp., Pasteurella trehalosi, and Pasteurella multocida
Bibliographic record
Abstract
Most members of the bacterial family Pasteurellaceae are usually regarded as opportunistic secondary invaders, which under normal conditions might inhabit the mucosal membranes of the upper respiratory and lower genital tracts of mammals and birds (1). Out of the almost 100 species or species-like taxa that might be isolated from mammals, reptiles, and birds, only Pasteurella multocida, Actinobacillus pleuropneumoniae, and Hemophilus paragallinarum are regarded as major pathogens (1,2) while A. suis, H. somnus, and Mannheimia hemolytica are considered as potential animal pathogens. The pathogenic potential is incompletely known for most taxa, probably due to limitations in their classification and identification, and inappropriate detection methods.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| 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 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".