Bibliographic record
Abstract
In Canadian and probably most US feedlots, Mycoplasma bovis pneumonia with or without concurrent arthritis is found in a high percentage of antibiotic nonresponsive, chronically sick cattle. Extensive multifocal yellow areas of caseation-like necrosis with sequestra formation are characteristic lesions. Subacute to chronic fibrinous or fibrosing pleuritis may accompany the lung lesions. Arthritis with similar necrotizing lesions of adjacent soft tissues, including tendon sheaths, are present in some cases. Characteristic gross lesions, unique histologic lesions and confirmation by IHC demonstration of M. bovis in these lesions are the best diagnostic tools in our experience. This chronic pneumonia and polyarthritis syndrome (CPPS) is a very costly syndrome in the feedlot industry, and management changes will probably be needed to control the problem. Vaccines are unlikely to be the solution to this problem. Prevention of transient BVDV infections is a scheme that may be beneficial, but more experimental work is required to confirm this.
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 | 0.000 | 0.001 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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; both teacher heads agree on what is shown here.
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".