Epidemiological and haemato-biochemical studies in parvo viral infected dogs
Bibliographic record
Abstract
The present study was carried out at Department of Veterinary Clinical Complex, Veterinary College, Gadag, for the period of 1 year (January-2021 to April 2022). Total of 101 dogs were presented with history of vomition, diarrhea, depression & dehydration to the Department of Veterinary Clinical Complex, Veterinary College, Gadag during the study period. Out of 101 cases 57 cases were screened positive for Parvoviral infection by using “Anigen Rapid” CPV Ag test kits. Out of these 57 cases 14 cases were selected for the hemato-biochemical study. The pups below the age of 6 months were highly susceptible compare to the adult ones and the more number of cases reported were of Labrador breed. The case susceptibility was comparatively more in male dogs than female ones and the highest incidence was recorded in post monsoon season (October-December). Reduced HB, PCV, Leukocytopemia, lymphocytopenia, thrombocytopenia, neutrophilia and elevated levels of ALP and ALT enzymes were observed in the CPV infected cases.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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 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".