Polyostotic lymphoma in a 7‐month‐old puppy ( <i>Canis familiaris</i> )
Bibliographic record
Abstract
Abstract A 7‐month‐old, male, entire labrador retriever was presented for evaluation of the sudden onset of clinical signs of progressive lethargy and decreased proprioception reported by the referring veterinarian. Upon physical and neurological examination, the patient exhibited reluctance to walk, a squatting posture, pain on palpation of the long bones, and an absent to diminished menace response. Radiographs revealed poorly marginated, large osteolytic lesions involving multiple long bones. Ultrasound‐guided fine‐needle aspirates were obtained from multiple bone lesions. Cytological evaluation of the aspirates indicated large cell lymphoma. The pet was euthanised due to the poor prognosis and severe clinical signs. At postmortem examination, large cell lymphoma was also identified in the kidneys, the axillary lymph nodes, cranial mediastinal lymph nodes and bone marrow, indicating Stage V lymphoma. T‐cell lymphoma was confirmed via CD3 immunohistochemistry staining.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| 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; a candidate call from one source (direct Gemma or distilled Codex), 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".