Management of diabetic mellitus induced nephropathy by intermittent hemodialysis 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
A 7-year-old male Labrador retriever with chronic diabetes mellitus managed on Isophane insulin was presented with lethargy, anorexia, vomiting, halitosis, melena, and weight loss since last 1 week due to recent mismanagement. Initial therapy at field level had failed to improve the dog's condition. Clinical, hemato-biochemical and routine urine evaluation revealed anemia, neutrophilia, thrombocytopenia, elevated BUN, creatinine, phosphorus, blood glucose, acidic urine (pH 6.0), proteinuria, glycosuria, and RBCs in urine. Radiography, abdominal ultrasound and cardiac echocardiography indicated mild broncho-interstitial lung pattern, hyperechoic kidneys, and left ventricular hypertrophy. Urine culture showed Escherichia coli. The dog underwent intermittent hemodialysis (IHD) for high uremia and suspected acute diabetic nephropathy. Despite significant improvements in uremia and electrolytes after three IHD sessions, the dog developed a high-grade fever and collapsed, likely due to sepsis.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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