{"id":"W4392947541","doi":"10.1053/j.gastro.2024.03.017","title":"Metabolic Dysfunction–Associated Fibrosis 5 (MAF-5) Score Predicts Liver Fibrosis Risk and Outcome in the General Population With Metabolic Dysfunction","year":2024,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"Universiteit Antwerpen; Erasmus Medisch Centrum; ZonMw; European Commission","keywords":"Medicine; Liver fibrosis; Fibrosis; Internal medicine; Population; Disease; Outcome (game theory); Liver dysfunction; Primary care; Intensive care medicine; Environmental health; Family 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002609202,0.0002731519,0.0004628844,0.0002640717,0.0001208521,0.00007056603,0.00006746359,0.0001103239,0.0000892059],"category_scores_gemma":[0.00004374272,0.0001672647,0.0001418052,0.0002958722,0.00008072891,0.0001919697,0.00004037358,0.0002683853,0.00002088064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008491958,"about_ca_system_score_gemma":0.00002508353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001432256,"about_ca_topic_score_gemma":0.0008476424,"domain_scores_codex":[0.9981648,0.0003102757,0.0003466459,0.0004878165,0.0002902502,0.0004001942],"domain_scores_gemma":[0.9993624,0.00008469207,0.0001071074,0.0002668228,0.00005360634,0.0001253738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006938927,0.0003251815,0.994145,0.00005325573,0.000572928,0.0000755287,0.0003239453,0.00007682076,0.00005082919,0.0001443904,0.0005023722,0.003035825],"study_design_scores_gemma":[0.002857218,0.001240679,0.9909992,0.00009174326,0.002242108,0.00009592558,0.00006150574,0.001557798,0.00002535508,0.00004350668,0.0007001384,0.00008478286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938737,0.003776602,0.0001773254,0.0009236378,0.0002936008,0.0006583012,0.0001602236,0.0001033377,0.00003330272],"genre_scores_gemma":[0.9969501,0.0009397136,0.000225058,0.0007960678,0.0002129073,0.0002638353,0.0004677672,0.00003209015,0.0001123859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003145792,"threshold_uncertainty_score":0.6820855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01465928474958644,"score_gpt":0.2438993505289545,"score_spread":0.2292400657793681,"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."}}