{"id":"W4412043469","doi":"10.1016/j.cgh.2025.06.021","title":"Liver Failure, Hepatic Encephalopathy, and Infection Contribute to Mortality Risk in a Global Cirrhosis Cohort","year":2025,"lang":"en","type":"article","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 Toronto","funders":"NIHR Nottingham Biomedical Research Centre; School of Medicine, Shanghai Jiao Tong University; Renji Hospital; Fujian Medical University; Hebei Medical University; Nanjing University; Shanghai Jiao Tong University; Shandong University; Sichuan University; Southern Medical University; Nanchang University; National Center for Advancing Translational Sciences; Chongqing Medical University; King Chulalongkorn Memorial Hospital; Fudan University; Capital Medical University; Baylor University Medical Center; University of Nottingham; National and Kapodistrian University of Athens; U.S. Department of Veterans Affairs; Xiangya Hospital, Central South University; Wenzhou Medical University; Nottingham University Hospitals NHS Trust; Universidade Federal do Rio Grande do Sul; Changi General Hospital; Guangxi Medical University; Government of Xinjiang Uygur Autonomous Region of China; Bangabandhu Sheikh Mujib Medical University; Hospital de Clínicas de Porto Alegre; Medical School, University of Minnesota; University of Hong Kong","keywords":"Medicine; Hepatic encephalopathy; Cirrhosis; Internal medicine; Cohort; Liver failure; Gastroenterology; Cohort study; Intensive care 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":[0.0003826919,0.0005182798,0.0004185349,0.0006684815,0.0005569594,0.0007818099,0.0003357862,0.0005271457,0.002526094],"category_scores_gemma":[0.001231063,0.0004611858,0.000891072,0.0007425433,0.000414052,0.0004936013,0.0009969667,0.001051816,0.0003118945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002464788,"about_ca_system_score_gemma":0.0005078863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01006602,"about_ca_topic_score_gemma":0.01173446,"domain_scores_codex":[0.9997793,0.00005229989,0.00001319406,0.00005353101,0.0000251474,0.00007651949],"domain_scores_gemma":[0.9992906,0.00008426995,0.0001831764,0.0001009344,0.00005406254,0.0002869456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001301256,0.00001455365,0.9986029,0.00000392314,0.0000801362,0.0001046367,0.00006018576,0.00004303058,0.0001832474,0.0000263311,0.0001242774,0.000626531],"study_design_scores_gemma":[0.000005225302,0.0000434959,0.9990496,0.000004416639,0.00005965244,0.0002411196,0.0002477964,0.00015603,0.00002013866,0.00006607673,0.0001020189,0.000004316854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986651,0.0002943576,0.00007639902,0.0001631224,0.00001156411,0.000003007097,0.0002705232,0.000007237644,0.0005087127],"genre_scores_gemma":[0.9994009,0.0001197967,0.00003777038,0.00003474368,0.00001665426,0.000002699321,0.0002015811,0.00000405749,0.0001817653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01006602,"threshold_uncertainty_score":0.02001488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483354578174815,"score_gpt":0.3327258834120517,"score_spread":0.3178923376303035,"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."}}