{"id":"W4409175241","doi":"10.1111/liv.70017","title":"<scp>MetALD</scp>: New Perspectives on an Old Overlooked Disease","year":2025,"lang":"en","type":"review","venue":"Liver International","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Fondo Nacional de Desarrollo Científico y Tecnológico; National Center for Advancing Translational Sciences; National Institute on Alcohol Abuse and Alcoholism; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; Gilead Sciences","keywords":"Medicine; Fatty liver; Metabolic syndrome; Liver disease; Disease; Intensive care medicine; Alcoholic liver disease; Steatosis; Diabetes mellitus; Bioinformatics; Cirrhosis; Pathology; Internal medicine; Obesity; Biology; Endocrinology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005918449,0.0005010697,0.0009223843,0.0004336006,0.00006225069,0.00009928872,0.0003541076,0.000151431,0.001065464],"category_scores_gemma":[0.0002976013,0.0003906061,0.0009787224,0.0001669123,0.00005197962,0.0001530336,0.0001209451,0.0002885413,0.0006142844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005856841,"about_ca_system_score_gemma":0.0009618668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001062311,"about_ca_topic_score_gemma":0.000003745005,"domain_scores_codex":[0.9978219,0.00008880822,0.0003668702,0.0008145642,0.0006656775,0.0002422374],"domain_scores_gemma":[0.9980984,0.0004041697,0.0001925664,0.000552021,0.0001529976,0.0005998451],"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":[0.0001244244,0.007136196,0.001506982,0.00843423,0.008164683,0.001989802,0.0008693586,0.000003044674,1.043203e-7,0.06116959,0.1018964,0.8087052],"study_design_scores_gemma":[0.00106973,0.0002041281,0.005869727,0.01280025,0.004681078,0.00001250383,0.0001078669,0.00001628301,8.070013e-7,0.0001118971,0.9749831,0.0001426527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001707159,0.977377,0.000007878796,0.0001379188,0.00076099,0.001026732,0.0007538555,0.00009973846,0.01966516],"genre_scores_gemma":[0.0001276815,0.9327079,0.0001265616,0.0004639465,0.001112377,0.0002010088,0.001841146,0.00004512196,0.06337423],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8730867,"threshold_uncertainty_score":0.9998546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03622419211241102,"score_gpt":0.3484835416586632,"score_spread":0.3122593495462522,"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."}}