{"id":"W4410593248","doi":"10.1053/j.gastro.2025.05.012","title":"The Role of Artificial Intelligence in Chronic Liver Diseases and Liver Transplantation","year":2025,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Liver transplantation; Artificial liver; Transplantation; Medicine; Gastroenterology; Internal medicine; Liver failure","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003530508,0.00006117641,0.0001196704,0.00005903553,0.00002974549,0.000004644966,0.00003603437,0.00002241094,0.00002062764],"category_scores_gemma":[0.000008273752,0.00004276731,0.00003713057,0.00004490688,0.0001153397,0.00002188997,0.00001634626,0.00004391319,0.000003099014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004742703,"about_ca_system_score_gemma":0.00003782194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008817259,"about_ca_topic_score_gemma":0.0004540433,"domain_scores_codex":[0.9995052,0.00004527975,0.0001472977,0.0001223384,0.00004844936,0.0001314485],"domain_scores_gemma":[0.9997554,0.00007164109,0.00002791115,0.00009013468,0.00002047535,0.00003448181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001710993,0.0003842752,0.8953511,0.0001322695,0.0001114161,0.0001063485,0.0002323048,0.00002014493,0.0003951231,0.003962836,0.00002461971,0.09756856],"study_design_scores_gemma":[0.0003988551,0.0004907901,0.9947383,0.00007530474,0.000221241,0.00001190348,0.0001109516,0.001777855,0.001279744,0.0008030026,0.00007371174,0.00001834817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935607,0.005437401,0.0002687669,0.0003729317,0.00004174039,0.0002165233,0.00001813596,0.000006263157,0.00007753479],"genre_scores_gemma":[0.9947892,0.004970176,0.00003412916,0.0001228336,0.00001919264,0.00004054641,0.00001250884,0.000002603395,0.000008829577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09938719,"threshold_uncertainty_score":0.1744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007836324845220032,"score_gpt":0.2532249957977827,"score_spread":0.2453886709525627,"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."}}