An oesophageal fistula associated with cervical osteomyelitis in a 17‐month‐old Holstein heifer
Bibliographic record
Abstract
Abstract A 17‐month‐old Holstein heifer was presented to the Centre Hospitalier Universitaire Vétérinaire in Saint‐Hyacinthe (QC, Canada) for abnormal regurgitation. Upon admission, pain was elicited upon mobilisation of the neck and a left‐sided, painless, fluctuating subcutaneous mass was detected in the area of the fifth and sixth cervical vertebrae. An oesophageal fistula with osteomyelitis of the corresponding vertebrae was diagnosed by medical imaging (endoscopy, ultrasound and radiography) and treated medically. No sequelae were reported in the long term. Considering the low prevalence of abnormal regurgitation in cattle, this paper provides the practitioner with an example of a diagnostic approach.
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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) | 0.001 | 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".