{"id":"W4413435970","doi":"10.1016/j.cgh.2025.08.010","title":"Prevalence and Clinical Outcomes of Recompensation in Decompensated Cirrhosis: A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"Clinical Gastroenterology and Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Changi General Hospital; SingHealth","keywords":"Medicine; MEDLINE; Meta-analysis; Cirrhosis; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005884537,0.002209106,0.01411887,0.00356364,0.0004693211,0.002698655,0.001768205,0.001918462,0.003494509],"category_scores_gemma":[0.01555416,0.001543896,0.031532,0.005515778,0.0006582393,0.001799113,0.001829513,0.002261454,0.000333363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359871,"about_ca_system_score_gemma":0.001800155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005714495,"about_ca_topic_score_gemma":0.01553389,"domain_scores_codex":[0.9954492,0.001459642,0.001674763,0.000720373,0.0004941672,0.000201808],"domain_scores_gemma":[0.9918078,0.005558806,0.001682715,0.0003068996,0.0005040947,0.0001397388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001925727,0.00002965287,0.01150215,0.2479608,0.7247293,0.0001390813,0.00009772574,0.0003040349,0.0002307533,0.00009275599,0.0006216902,0.01236636],"study_design_scores_gemma":[0.0004438776,0.0001204561,0.009342498,0.01178547,0.9767065,0.0001272335,0.00006703528,0.0001216519,0.0000656647,0.0001458919,0.001038185,0.00003559181],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006372771,0.992597,0.0002894949,0.00008783618,0.00009518929,0.00006171207,0.0003482105,0.0000147515,0.00013294],"genre_scores_gemma":[0.2046764,0.7915961,0.001494826,0.0008049958,0.0002432249,0.0002304202,0.0006625509,0.00002729672,0.0002642463],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01411887,"threshold_uncertainty_score":0.03112084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1165275525051474,"score_gpt":0.4493500438476142,"score_spread":0.3328224913424668,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}