The transjugular intrahepatic portosystemic shunt in the treatment of portal hypertension
Bibliographic record
Abstract
TIPS can be life-saving in uncontrolled variceal bleeding TIPS major complications include encephalopathy and shunt stenosis The use of PTFE-covered stents represents a significant technical advance TIPS might be very useful as a bridge to liver transplantation The transjugular intrahepatic portosystemic shunt (TIPS) represents a major advance in the treatment of complications of portal hypertension. It is most commonly used in the management of refractory variceal bleeding, where it can be life-saving. Two other indications have been studied in randomized controlled trials: prevention of variceal rebleeding and refractory cirrhotic ascites. These trials have demonstrated that TIPS is superior to standard therapy but is associated with a higher rate of hepatic encephalopathy and with no improvement in survival. Consequently, TIPS is considered a second-line therapy in these situations. TIPS has also been used successfully in the treatment of hepatic hydrothorax, hepatorenal syndrome, severe portal hypertensive gastropathy, Budd–Chiari syndrome and veno-occlusive disease. Its use in these indications has only been reported in small uncontrolled series. TIPS usefulness is limited by two major problems: shunt dysfunction and hepatic encephalopathy. Shunt dysfunction is frequently responsible for the recurrence of complications of portal hypertension, and requires a surveillance program to monitor shunt patency. The use of polytetrafluoroethylene-covered stents may help prevent this complication.
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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 | 0.001 | 0.005 |
| 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 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.010 | 0.007 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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".