A Challenging Case of Refractory Biliary Leak in a Patient With Hydatid Liver Disease
Bibliographic record
Abstract
Hydatid liver disease (HLD) is the most common form of hydatid disease, and it is caused by a zoonotic infection with a tape worm. It is endemic mostly in sheep-farming countries and rare in the United States. Liver involvement is usually asymptomatic, but symptoms develop upon growth of the cyst leading to many complications, most common of which is intra-biliary rupture, and less likely biliary obstruction. Diagnosis is clinical, serologic and radiologic. Therapeutic approaches to HLD include surgery, anthelminthic medications and medico-surgical procedures. Here we present a case of HLD that presented in advanced stage leading to grave consequences, complicated course and difficult therapeutic options. Given the rarity of hydatid disease in Northern America, physicians have to keep high index of suspicion especially in a patient with history of travel to endemic areas, as early diagnosis and treatment is important to avoid high morbidity and mortality.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.008 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".