Cholangiocarcinoma in a young bitch – case report
Bibliographic record
Abstract
Primary hepatobiliary tumors have low prevalence in dogs and are usually observed in nine to 12-year-old animals. This article reports a case of acute clinical cholangiocarcinoma in a three-year-old Labrador Retriever bitch. The animal had a clinical history of emesis and hyporexia. Physical and laboratory examinations disclosed hyperthermia, jaundice, hypoglycemia, leukocytosis, anemia, thrombocytopenia and coagulopathy. Abdominal ultrasound revealed an enlarged liver of heterogeneous echotexture with hyperechoic and hypoechoic irregular areas. The animal developed severe hemolysis and came to die. Necropsy revealed hepatomegaly and irregular appearance of the liver; metastasis were found in the bone marrow, kidneys and spleen, and neoplastic pulmonary embolism was also observed. Cholangiocarcinoma was identified microscopically. The aim of this report was to describe an atypical case of cholangiocarcinoma because of the precocity of its occurrence.
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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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 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".