Pericardial lymphoma secondary to cutaneous Lymphoma in a Labrador Retriever
Bibliographic record
Abstract
Lymphoma is a commonly reported neoplasia of the dogs with multicentric form being the more often recorded. The present case report describes the findings in a labrador retriever with cutaneous lymphoma leading to metastasis in pericardium and further causing cardiac tamponade. An 8-year-old labrador retriever was presented with chronic cutaneous lesions and recent development of dyspnoea at rest and unable to sleep. Detailed clinical evaluation revealed muffled cardiac sounds and peripheral lymphadenopathy. Echocardiography revealed diastolic function with significant pericardial effusion impairing diastolic filling. Cytological evaluation of pericardial effusion as well skin impression revealed lymphoblasts with mitotic figures favouring a diagnosis of lymphoma. Owing to poor prognosis and refusal of owner for chemotherapy, treatment was conservatively initiated on Amoxicillin-clavulinic acid, frusemide, Benzapril Hydrochloride and pantoprazole for 5 days.
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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 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| 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".