Cystotomy for Management of Cystolithiasis in a Bitch
Bibliographic record
Abstract
A nine year old Labrador crossbred bitch was presented with history of hematuria and dysuria. The patient was mildly dehydrated and dull. Palpation of ventral abdomen elicited discomfort. Observation at micturition revealed that blood was voided at the end of micturition. Hematological examination revealed thrombocytopenia, normal TLC and hemoglobin. Biochemical parameters were within the normal range. Urinalysis revealed decreased specific gravity, proteinuria, full field of RBCs, 35–40/hpf of pus cells and triple phosphate crystals. Lateral radiographic abdominal views revealed presence of big sized bladder calculi. The calculi were removed by cystotomy and sent for analysis which revealed 90% Magnesium Ammonium phosphate hexahydrate and 10% Carbonate apatite. The bitch recovered fully with no reoccurrence in next six months.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 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 | 0.000 |
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 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".