Fasciolosis
Bibliographic record
Abstract
Fasciolosis is a zoonosis affecting ruminants, caused by the liver flukes Fasciola (F.) hepatica, and F. gigantica, which infect at least 2.4 million people worldwide. This disease may occur in cluster or family infections or after travel in high-risk areas such as the Nile Delta in Egypt, Iran, Turkey, South-East Asia, Mexico, the Caribbean and the Andean Altiplano. In Europe, fasciolosis occurs more frequently in Portugal, Spain and France, although autochthonous infections have also been reported from Ireland and Germany. Infectious metacercariae are ingested with contaminated water or raw or undercooked vegetables. During their larval stage immature flukes migrate through the liver producing an acute febrile syndrome some weeks after infection, followed by a chronic-latent stage which may last for years or decades. Acute fasciolosis is characterized by fever, high eosinophilia and hepatosplenomegaly. At this stage ova are usually not yet produced. Diagnosis relies on the detection of specific antibodies and/or antigens in serum. Typical imaging features include multiple, ill-defined, fleeting hypodense or hypoechoic areas in the liver. Intraabdominal bleeding due to fluke's penetration of the bowel wall or liver capsule, may occur. In chronic latent fasciolosis the diagnosis is achieved by specific serology tests, detection of eggs in bile and parasitological examinations of multiple enriched stools samples. Ultrasonography may sometimes reveal a dilated and thickened common bile duct or crescent-like parasites in the gallbladder or bile ducts. Some patients exhibit sludge which typically does not sediment. Triclabendazole at a single dose of 10 mg/kg body weight is the treatment of choice.
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.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.031 | 0.018 |
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".