{"id":"W4410083914","doi":"10.1016/j.jhep.2025.04.035","title":"High inherited risk predicts age-associated increases in fibrosis in patients with MASLD","year":2025,"lang":"en","type":"article","venue":"Journal of Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Center for Advancing Translational Sciences; Conselho Nacional de Desenvolvimento Científico e Tecnológico; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; Fondo Nacional de Desarrollo Científico y Tecnológico; Agencia Nacional de Investigación y Desarrollo; Agenția Națională pentru Cercetare și Dezvoltare","keywords":"Medicine; Fibrosis; Internal medicine","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":[0.0003974474,0.0004451287,0.0004012632,0.0007143966,0.000375681,0.0006538984,0.0002673334,0.0006475353,0.002935401],"category_scores_gemma":[0.002584405,0.0002320831,0.0005394786,0.0006623334,0.0002348817,0.0005306226,0.0004221494,0.0008827767,0.0003441521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144017,"about_ca_system_score_gemma":0.0002350231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001240556,"about_ca_topic_score_gemma":0.001898773,"domain_scores_codex":[0.9996626,0.00009087814,0.00004627039,0.00005405028,0.00007872555,0.00006738982],"domain_scores_gemma":[0.9980661,0.0003955337,0.0009732165,0.0001100811,0.0001198845,0.0003351359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001721907,0.0000185955,0.9984636,0.000004481153,0.0000305495,0.0001871517,0.00001457992,0.0000292005,0.0002830662,0.00001774129,0.00003866185,0.0007401243],"study_design_scores_gemma":[0.000003792635,0.00009690022,0.998326,0.000006112274,0.00003593417,0.001016735,0.00005711653,0.0002290905,0.00009415422,0.00005190386,0.00007830899,0.000003944898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979116,0.0004461183,0.0001328311,0.00009155001,0.00001653705,0.000003788228,0.000150463,0.000008556661,0.001238554],"genre_scores_gemma":[0.9994746,0.00007893346,0.0001067907,0.00001886544,0.00002430071,0.00000162813,0.0001196252,0.000002348609,0.0001730042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002935401,"threshold_uncertainty_score":0.009819925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004458234450594923,"score_gpt":0.2233141002908235,"score_spread":0.2188558658402285,"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."}}