CYSTITIS CYSTICA ET GLANDULARIS IN A DOG AND ITS MANAGEMENT: A CASE REPORT
Bibliographic record
Abstract
Cystitis cystica et glandularis (CCEG) with inverted papilloma are rare, benign bladder lesions in dogs, often arising from chronic irritation. Though non-neoplastic, they may mimic malignancies like transitional cell carcinoma, necessitating thorough investigation. A nine-years-old intact male Labrador retriever, was presented with the history of persistent hematuria and dysuria unresponsive to medical therapy. Ultrasonography revealed thickened bladder wall and mucosal projections suggestive of neoplasia. Cystotomy exposed multiple sessile proliferations, which were excised. Histopathology confirmed cystitis cystica et glandularis with inverted papilloma, featuring urothelial cords and von Brunn nests. The animal had an uneventful recovery.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.009 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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".