Outcomes after hepatic encephalopathy in population‐based cohorts of patients with cirrhosis
Bibliographic record
Abstract
BACKGROUND: Hepatic encephalopathy is a devastating complication of cirrhosis. AIM: To describe the outcomes after developing hepatic encephalopathy among contemporary, aging patients. METHODS: We examined data for a 20% random sample of United States Medicare enrolees with cirrhosis and Part D prescription coverage from 2008 to 2014. Among 49 164 persons with hepatic encephalopathy, we evaluated the associations with transplant-free survival using Cox proportional hazard models with time-varying covariates (hazard ratios, HR) and incidence rate ratios (IRR) for healthcare utilisation measured in hospital-days and 30-day readmissions per person-year. We validated our findings in an external cohort of 2184 privately insured patients with complete laboratory values. RESULTS: Hepatic encephalopathy was associated with median survivals of 0.95 and 2.5 years for those ≥65 or <65 years old and 1.1 versus 3.9 years for those with and without ascites. Non-alcoholic fatty-liver disease posed the highest adjusted risk of death among aetiologies, HR 1.07 95% CI (1.02, 1.12). Both gastroenterology consultation and rifaximin utilisation were associated with lower mortality, respective adjusted-HR 0.73 95% CI (0.67, 0.80) and 0.40 95% CI (0.39, 0.42). Thirty-day readmissions were fewer for patients seen by gastroenterologists (0.71 95% CI [0.57-0.88]) and taking rifaximin (0.18 95% CI [0.08-0.40]). Lactulose alone was associated with fewer hospital-days, IRR 0.31 95% CI (0.30-0.32), than rifaximin alone, 0.49 95% CI (0.45-0.53), but the optimal therapy combination was lactulose/rifaximin, IRR 0.28 95% CI (0.27-0.30). These findings were validated in the privately insured cohort adjusting for model for endstage liver disease-sodium score and serum albumin. CONCLUSIONS: Hepatic encephalopathy remains morbid and associated with poor outcomes among contemporary patients. Gastroenterology consultation and combination lactulose-rifaximin are both associated with improved outcomes. These data inform the development of care coordination efforts for subjects with cirrhosis.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 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".