Prevalence of Babesia gibsoni and its in associated risk factors in dogs
Bibliographic record
Abstract
Babesia gibsoni is the smallest form of babesiosis in dogs. The present study was focused to study the prevalence of Babesia gibsoni in the Cauvery delta region of Tamil Nadu. The present study was conducted at the Small Animal Medicine Outpatient unit, Veterinary Clinical Complex (VCC), Veterinary College and Research Institute (VCRI), Orathanadu, Thanjavur for a period of one year from September to August 2024. 34.39% of the dogs were found to be positive for B. gibsoni confirmed by PCR. Male, Labrador retrievers dogs with 2-4 years aged dogs were more susceptible to B. gibsoni. The nature of illness was mostly acute (80.43%) with high rise in temperature lethargy (84.78%), tick infestation (80.43%) palpable splenomegaly (43.47%) were the most common clinical signs reported.
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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 | 0.000 | 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 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".