Radiation therapy for a presumptive meningioma in a Labrador Retriever
Bibliographic record
Abstract
Baron, an eight year old male Labrador Retriever, first presented to Cornell University Hospital for Animals' Small Animal Internal Medicine service on July 14, 2004 for evaluation of a sudden onset left-sided head tilt of five weeks duration. Clinical signs began on June 10, 2004, and when Baron was evaluated by his referring veterinarian two weeks later, he also had a narrowed left palpebral fissure, decreased left menace response, and sagging left ear. The differential diagnoses included idiopathic, traumatic, or neoplastic causes, and Baron was referred to Cornell for further evaluation. On presentation, Baron was bright, alert, and responsive. The signs of left sided facial paralysis had resolved, and the only neurologic signs were a left sided head tilt, leaning to the left, and hesitation when turning to his left. Incidental pain was noted on manipulation of the right coxofemoral joint, attributed to an old traumatic injury. Bloodwork was unremarkable except for hypophosphatemia (1.9 mg/dL) attributed to respiratory alkalosis from panting. Urinalysis revealed alkalinuria, isosthenuria, pyuria, and frank blood. Preputial discharge was noted during the free catch collection of the urine, so a cystocentesis was performed and the urine was submitted for culture. The culture was negative for bacterial growth, so Baron was diagnosed with balanopisthonitis, and his signs resolved with a course of oral baytril. However, the results of these diagnostics could not be linked to his clinical signs.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.005 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".