{"id":"W4412487971","doi":"10.14309/ajg.0000000000003649","title":"Defining Risk in Alcohol-Associated Liver Disease Using the Model for End-Stage Liver Disease","year":2025,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Liver disease; Cohort; Cirrhosis; Model for End-Stage Liver Disease; Internal medicine; Alcoholic hepatitis; Alcoholic liver disease; Retrospective cohort study; Cohort study; Gastroenterology; Liver transplantation; Transplantation","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":[0.008510856,0.001512858,0.001131548,0.001780608,0.000430202,0.001527468,0.001644137,0.0008675358,0.003070187],"category_scores_gemma":[0.01238218,0.0003459327,0.001722001,0.001032428,0.0004122049,0.0007214198,0.001483491,0.001290559,0.0006392438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008457272,"about_ca_system_score_gemma":0.001270526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006634089,"about_ca_topic_score_gemma":0.00288496,"domain_scores_codex":[0.9968089,0.002232674,0.0001089942,0.0003896938,0.0002179917,0.0002415886],"domain_scores_gemma":[0.9923927,0.005893432,0.0006780155,0.0003606243,0.0003046252,0.0003706748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00200936,0.0003120943,0.7387717,0.0001471894,0.001900519,0.0006312534,0.0002940395,0.2269344,0.0003428084,0.004523119,0.004186246,0.01994734],"study_design_scores_gemma":[0.0001346327,0.000448009,0.05740805,0.00005555941,0.0002167775,0.0004901366,0.0001053564,0.9317523,0.0001233624,0.007609854,0.00161877,0.00003721519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8358784,0.001666981,0.1502352,0.002205269,0.0003166104,0.0004087129,0.005023581,0.0006850949,0.003580202],"genre_scores_gemma":[0.981354,0.000251073,0.01422801,0.0001087858,0.00007694262,0.000259563,0.002322201,0.00007940321,0.001319909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008510856,"threshold_uncertainty_score":0.04501027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05713186772425443,"score_gpt":0.3664647403981452,"score_spread":0.3093328726738908,"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."}}