Incidence of canine chronic kidney disease and its associated risk factors in and around Bhubaneswar, Odisha
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
Chronic kidney disease (CKD) is a highly prevalent renal disease of geriatric dogs leading to decreased survivability that is manageable with renoprotective therapy. The objective of this research work is to study prospective incidence of canine chronic kidney disease based on different parameters such as breed, age, and change in lifestyle of pet dogs. The incidence was recorded highest in German shepherd followed by Labrador retriever among different breeds of dogs. Prevalence was observed more in dogs over 7 years and male dogs were found more affected as compare to female dogs. Risk factors associated with dogs are maintenance with lifetime high protein pet food and presence of concurrent disease that depicts positive correlation with incidence of CKD in dogs. Studies in Teaching Veterinary Clinical Complex, College of Veterinary Science and Animal Husbandry, OUAT, Bhubaneswar and different hospitals of Bhubaneswar suggested increased incidence of canine chronic kidney disease in German shepherd dogs.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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