A case report of mammary carcinoma with pulmonary metastasis in dog
Bibliographic record
Abstract
Mammary tumors, known as the most frequent malignant neoplasm of intact female dogs, constitute an important problem in Veterinary Medicine. A 9 year-old female, intact Labrador Retriever was brought for post mortem examination. External examination revealed one growth of around 7×4 cm in the right Inguinal mammary gland. After opening the carcass, small white nodular lesion observed on the surface of the lung parenchyma and enlargement of heart. Histopathological examination revealed the presence of proliferating glandular epithelial cells arranged predominantly in a papillary pattern indicating papillary adenocarcinoma. Metastatic Foci of neoplastic epithelial cells were found in heart and lungs. The neoplastic epithelial cells showed positive nuclear expression of the PCNA marker and Cytokeratin (AE1/AE3) in lung and Heart.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".