Suspected hepatic hydrothorax secondary to cirrhosis in a dog
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract An 8‐year‐old, entire, female labrador retriever presented with a 2‐week history of abdominal distension. Biochemistry identified hepatic dysfunction (elevated hepatobiliary markers, hypocholesterolaemia). Abdominal ultrasonography documented an irregular liver and a large volume of anechoic peritoneal effusion, which laboratory analysis confirmed as a protein‐poor transudate. Thoracic computed tomography identified a moderate volume of pleural effusion with a similar composition to the peritoneal fluid. Hepatic histopathology was consistent with cirrhosis secondary to chronic hepatitis and, in the absence of another cause for the pleural effusion, hydrothorax secondary to the hepatic disease was suspected. The patient was started on ciclosporin for treatment of the underlying liver disease, but developed signs consistent with disseminated intravascular coagulopathy 24 hours later and was humanely euthanased. As reported in humans, hydrothorax may therefore occur secondary to cirrhosis in dogs and should be considered as a differential diagnosis for pleural effusion in patients with advanced hepatic disease and concurrent peritoneal effusion.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it