{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004287465,0.0005282893,0.0008766985,0.001965755,0.0004677523,0.00342897,0.0007526324,0.001779818,0.002404553],"category_scores_gemma":[0.007864591,0.0001651146,0.0007196927,0.001649932,0.003754445,0.00205777,0.001326787,0.002539668,0.0003534969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001734147,"about_ca_system_score_gemma":0.002498299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001615978,"about_ca_topic_score_gemma":0.001773052,"domain_scores_codex":[0.9978301,0.001314412,0.0001691087,0.0001503221,0.0004417065,0.00009430862],"domain_scores_gemma":[0.9889578,0.009381005,0.0005125043,0.0001995436,0.0006780002,0.000271156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001168614,0.0001106896,0.004377354,0.01053611,0.0003601728,0.0004652431,0.0007233081,0.004023392,0.0005008049,0.1463408,0.02633683,0.8061083],"study_design_scores_gemma":[0.00005068836,0.0003201419,0.01029978,0.02254848,0.0002776686,0.002069555,0.001102276,0.005908108,0.0009143355,0.3753006,0.5810757,0.0001326674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002250816,0.941815,0.005331993,0.03642748,0.001010235,0.00002403473,0.00005250644,0.00003914008,0.01304879],"genre_scores_gemma":[0.06709597,0.9159578,0.005759056,0.007187374,0.002658589,0.00007447087,0.0000565514,0.00001349466,0.001196674],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004287465,"threshold_uncertainty_score":0.02267456,"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."}}