Dynamic Prognostication in Critically Ill Cirrhotic Patients With Multiorgan Failure in ICUs in Europe and North America: A Multicenter Analysis*
Bibliographic record
Abstract
OBJECTIVES: To evaluate the Chronic Liver Failure-Consortium Acute on Chronic Liver Failure score in acute on chronic liver failure patients admitted to ICUs from different global regions and compare discrimination ability with previously published scores. DESIGN: Retrospective pooled analysis. SETTING: Academic ICUs in Canada (Edmonton, Vancouver) and Europe (Paris, Barcelona, Chronic liver failure/Acute-on-Chronic Liver Failure in Cirrhosis [CANONIC] study). PATIENTS: Sample of analysis of 867 cirrhotic patients with acute on chronic liver failure admitted to ICU. Cumulative incidence functions of death were estimated by acute on chronic liver failure grade at admission and at day 3. Survival discrimination abilities of Chronic Liver Failure-Consortium Acute on Chronic Liver Failure, Model for End-Stage Liver Disease, Acute Physiology and Chronic Health Evaluation II, and Child-Turcotte-Pugh scores were compared. INTERVENTIONS: ICU admission for organ support. MEASUREMENTS AND MAIN RESULTS: At admission 169 subjects (19%) had acute on chronic liver failure 1, 302 (35%) acute on chronic liver failure 2, and 396 (46%) had acute on chronic liver failure 3 with 90-mortality rates of 33%, 40%, and 74%, respectively (p < 0.001). At admission, Chronic Liver Failure-Consortium Acute on Chronic Liver Failure demonstrated superior discrimination at 90 days compared with Acute Physiology and Chronic Health Evaluation II (n = 532; concordance index 0.67 vs 0.62; p = 0.0027) and Child-Turcotte-Pugh (n = 666; 0.68 vs 0.64; p = 0.0035), but not Model for End-Stage Liver Disease (n = 845; 0.68 vs 0.67; p = 0.3). A Chronic Liver Failure-Consortium Acute on Chronic Liver Failure score greater than 70 at admission or on day 3 was associated with 90-day mortality rates of approximately 90%. Ninety-day mortality in grade 3 acute on chronic liver failure patients at admission who demonstrated improvement by day 3 was 40% (vs 79% in patients who did not). CONCLUSIONS: The Chronic Liver Failure-Consortium Acute on Chronic Liver Failure demonstrated better discrimination at day 28 and day 90 compared with Acute Physiology and Chronic Health Evaluation II and Child-Turcotte-Pugh. Patients who demonstrated clinical improvement post-ICU admission (e.g., acute on chronic liver failure 3 to 1 or 2) at day 3 had better outcomes than those who did not. In high-risk ICU patients (Chronic Liver Failure-Consortium Acute on Chronic Liver Failure > 70), decisions regarding transition to palliation should be explored between patient families and the ICU providers after a short trial of therapy.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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".