Medical and surgical management of severe barium aspiration in a dog
Bibliographic record
Abstract
Abstract Objective– To describe the medical and surgical management of a unique case of barium sulfate aspiration pneumonia in a dog. Case Summary– A 5‐year‐old spayed female black Labrador Retriever weighing 33 kg was presented for evaluation of barium aspiration pneumonia. Approximately 200 mL of barium had been instilled into the caudal lung lobes via an improperly placed orogastric tube. Right caudal, right middle, and accessory lung lobectomies were performed, and the dog was managed intensively for 19 days in the hospital. New or Unique Information Provided– This is the first report of a complete diagnostic work‐up including bronchoscopy, bronchoalveolar lavage, culture, thoracotomy, and pulmonary histopathology for severe barium sulfate aspiration in a dog with an excellent outcome.
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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 | 0.000 |
| 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 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".