Histopathological and molecular confirmation of Porcine Cystic Echinococcosis (CE)/Hydatidosis in Nepal
Bibliographic record
Abstract
Introduction: Cystic echinococcosis/hydatidosis is a cyclo-anthropozoonotic disease (parasitic infestation) of herbivorous animals and human caused by larval stage of Echinococcus tapeworm, belonging to the family Taeniidae. Dogs and some wild carnivores like foxes are definitive hosts harbouring worms in their intestine while herbivorous animals and man are intermediate host. Human acts as the dead-end host of the parasite. It is known that cystic echinococcosis in humans and pigs is prevalent in Nepal. Methods: This study was carried out in Kathmandu valley pig rearing areas. Two cysts found in the pig pancreas were examined by histopathology and molecular analysis. Results: In the histopathological examination, the laminated layers of the cystic walls were strongly stained with PAS, and protoscoleces were observed in the cyst. In the present study, it was first confirmed that two hydatid cysts found in pigs were identified as Echinococcus granulosus sensu stricto (sheep strain, E. granulosus G1) by mitochondrial DNA analysis. Conclusions: Molecular analysis is indispensable not only for studying Echinococcus species associated with pathogenicity and clinical manifestation, but also for molecular epidemiology.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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".