Advances in the Evaluation and Management of Children with Portal Hypertension
Bibliographic record
Abstract
Portal hypertension commonly accompanies advanced liver disease and gives rise to severe and life-threatening complications, including hemorrhage from esophageal varices. Diagnosis of portal hypertension in children currently relies on finding evidence of splenomegaly and the formation of portosystemic collaterals. There is a paucity of pediatric data to support the use of primary prophylaxis against variceal hemorrhage. A combination of vasoactive drug and endoscopic therapy should be used to manage variceal bleeding. Prevention of rebleeding is best achieved by endoscopic variceal ligation. Rex bypass surgery is the optimal therapy for prevention of further bleeding from portal vein thrombosis. Options to manage recurrent bleeding while on preventative therapy include surgical portosystemic shunt, Rex bypass, transjugular intrahepatic portosystemic shunt (TIPS), and liver transplantation. Management of gastric varices may require injection of cyanoacrylate glue or TIPS.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".