{"id":"W4411528216","doi":"10.14218/jcth.2025.00109","title":"Assessment of Metabolic Dysfunction-associated Steatotic Liver Disease and Liver Fibrosis: A Cross-sectional Study in Asymptomatic Individuals in Greater Vancouver","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical and Translational Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Simon Fraser University","funders":"","keywords":"Medicine; Asymptomatic; Cross-sectional study; Liver fibrosis; Liver disease; Internal medicine; Disease; Fatty liver; Liver dysfunction; Environmental health; Fibrosis; Gastroenterology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004544447,0.0002711766,0.0003144236,0.000952366,0.001113969,0.0008612949,0.0005159749,0.0003349708,0.0009203342],"category_scores_gemma":[0.001298241,0.0003980102,0.000185207,0.001319295,0.0004273368,0.0002424283,0.0006421051,0.000429515,0.000171212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001229052,"about_ca_system_score_gemma":0.001157698,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4548438,"about_ca_topic_score_gemma":0.6028809,"domain_scores_codex":[0.9995714,0.00006512241,0.000043277,0.00008717608,0.0001516054,0.00008147579],"domain_scores_gemma":[0.9990436,0.0001054483,0.0002606868,0.00005374294,0.000310403,0.000226107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002360635,0.00001749626,0.9983616,0.00001099961,0.0000139763,0.00008250141,0.0003432707,0.000009204773,0.0001664335,0.000003937957,0.0000476339,0.0009193624],"study_design_scores_gemma":[0.000001437392,0.00002197564,0.9991462,0.000005507533,0.000006078918,0.0001335026,0.0005583599,0.00002703114,0.0000148078,0.000002501852,0.00008112966,0.000001487842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991835,0.0001184868,0.00003742623,0.00001893522,0.000001443637,0.00001837405,0.0002026079,0.000002110618,0.0004171097],"genre_scores_gemma":[0.9993826,0.0001206683,0.00009771167,0.00002445127,0.000002010567,0.00001117476,0.0001489084,0.000001327984,0.0002110586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5451561,"threshold_uncertainty_score":0.9043927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04229609083509584,"score_gpt":0.3880663664250365,"score_spread":0.3457702755899407,"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."}}