Worsening of Acute Cholangitis Caused by a Bile Duct Stone After Hospitalization: A Case Series
Bibliographic record
Abstract
Acute cholangitis is a fatal condition if inadequately treated. It is possible to underestimate the severity of the condition because bacterial cultures are not immediately available. We evaluated the clinical features of patients with cholangitis due to bile duct stones who were diagnosed with severe bacteremia at the time of hospitalization, but not at the time of the initial visit. We conducted a retrospective analysis of cases of endoscopic retrograde cholangiopancreatography performed between January 2007 and October 2011 in patients with bile duct stones complicated by cholangitis. The severity of cholangitis was assessed based on the 2005 Japanese Evidence-Based Practice Guidelines for the Management of Acute Cholangitis and Cholecystitis (JG05). Of 130 cases, 23 were diagnosed as severe cholangitis, including 11 of bacterial cause. However, based on the JG05, two cases were classified as "mild" at initial assessment and nine cases as "moderate". A history of endoscopic sphincterotomy (EST) was identified in the two cases classified as "mild" cholangitis. Obstruction by a bile duct stone, possibly due to reflux from the duodenum, can lead to rapid progression to sepsis in a short time. For patients with a history of EST, early biliary drainage is necessary to prevent rapid progression of bacterial cholangitis.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 teacher head, 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".