Medical Management of Variceal Bleeding in Patients with Cirrhosis
Bibliographic record
Abstract
Bleeding from gastroesophageal varices is a frequent and often deadly complication of cirrhosis. The key factor in the natural history of esophageal varices is increased portal pressure, which in cirrhosis is due to the combination of increased hepatic vascular resistance and increased portal collateral blood flow. The maintenance and aggravation of this situation leads to the progressive dilation of the varices and thinning of the variceal wall, until the tension exerted by the variceal wall exceeds the elastic limit of the vessel, leading to variceal hemorrhage. Mortality from a variceal bleeding episode has decreased in the last two decades from 40% to 20% due to the implementation of effective treatments and improvement in the general medical care. Initial treatment should include adequate fluid resuscitation and transfusion to maintain the hematocrit at 25% to 30%, and prophylactic antibiotics (norfloxacin or amoxicillin-clavulanic acid). It is currently recommended that a vasoactive drug be started at the time of admission. Drug therapy may be started during transferal to hospital by medical or paramedical personnel and maintained for up to five days to prevent early rebleeding. Terlipressin, a vasopressin derivative, is the preferred agent because of its safety profile and proven efficacy in improving survival. Somatostatin is as effective as terlipressin, but may require higher than the usually recommended dosage. Octreotide is effective in conjunction with endoscopic therapy, but is the second choice because it has not been shown to reduce mortality. Vasopressin may be used where terlipressin is not available, but should be given in combination with transdermal nitroglycerin. Endoscopic elastic band ligation is the recommended endoscopic treatment, but injection sclerotherapy is still employed in many centres for active variceal bleeding. Failures of medical therapy (drugs plus endoscopic therapy) should undergo a second course of endoscopic therapy before proceeding to transjugular intrahepatic portosystemic shunt or, in rare occasions, to portosystemic shunt surgery. Administration of recombinant activated factor VII may decrease the number of treatment failures among patients with advanced liver failure (Child-Pugh class B and C).
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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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".