{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009631705,0.0006491582,0.001323951,0.001659023,0.0005601798,0.00215763,0.001120211,0.00258301,0.01208922],"category_scores_gemma":[0.002703449,0.0001775754,0.0008075667,0.001756882,0.001459119,0.003291191,0.001292771,0.004121192,0.005528347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009687149,"about_ca_system_score_gemma":0.001815565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001976523,"about_ca_topic_score_gemma":0.002813215,"domain_scores_codex":[0.9994878,0.0001238158,0.000067156,0.00008754994,0.0001715577,0.00006211324],"domain_scores_gemma":[0.9978904,0.001038558,0.0001667981,0.00007302267,0.0005868703,0.0002443902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001388245,0.00003634885,0.0009683053,0.009024483,0.00009920619,0.001478706,0.0003426953,0.0001925766,0.001254336,0.01177739,0.5092968,0.4653903],"study_design_scores_gemma":[0.000009162852,0.000053553,0.001079445,0.004059869,0.00003759504,0.004283858,0.0001870995,0.0001053077,0.0001970002,0.006521755,0.98344,0.00002527123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007129113,0.9296801,0.0009636706,0.04449072,0.01420741,0.00001537281,0.0002886356,0.0001362786,0.009504827],"genre_scores_gemma":[0.006653745,0.9145491,0.001263365,0.03362081,0.03576742,0.0000321651,0.0006373572,0.00009070268,0.007385415],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01208922,"threshold_uncertainty_score":0.04044247,"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."}}