Computed tomographic and bronchoscopic diagnosis of <i>Oslerus osleri</i> infection in a dog
Bibliographic record
Abstract
A 16-month-old Sarplaninac Shepherd cross dog presented for a 1-month history of a productive cough that was unresponsive to an empirical 10-day course of cephalexin. Thoracic computed tomography (CT) showed multifocal, well-defined, smoothly marginated, soft tissue attenuating, minimally contrast enhancing nodular airway mural thickenings protruding into the airway lumen in the caudal trachea and principal bronchi. These nodules were also visualized on bronchoscopy, and cytology revealed parasitic larvae consistent with Oslerus osleri. The dog was treated with oral fenbendazole for 26 days. Clinical signs resolved within 3 weeks of treatment initiation and had not relapsed at 7-month follow-up.
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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 | 0.001 |
| 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) | 0.000 | 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".