{"id":"W4379877839","doi":"10.1148/rg.220178","title":"US Quantification of Liver Fat: Past, Present, and Future","year":2023,"lang":"en","type":"article","venue":"Radiographics","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fonds de Recherche du Québec - Santé; Fondation de l'Association des radiologistes du Québec; American Roentgen Ray Society","keywords":"Medicine; Fatty liver; Steatosis; Liver disease; Modalities; Population; Disease; Intensive care medicine; Radiology; Pathology; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00635408,0.0008751826,0.0008683322,0.003912545,0.0004082022,0.003578156,0.001342214,0.002689588,0.004823831],"category_scores_gemma":[0.009587612,0.0006317119,0.0005095099,0.00189276,0.00306235,0.004599296,0.0009609094,0.003019462,0.002657027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002073603,"about_ca_system_score_gemma":0.001752348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002403704,"about_ca_topic_score_gemma":0.003310839,"domain_scores_codex":[0.9987133,0.0004075328,0.0001782509,0.0002050436,0.0004311234,0.00006486614],"domain_scores_gemma":[0.992376,0.003229874,0.0004031062,0.0003459041,0.00322131,0.0004237868],"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":[0.0001748676,0.00004963042,0.004863614,0.001500165,0.0000638096,0.0003689066,0.0001470625,0.0005812907,0.002657695,0.009050145,0.08928332,0.8912594],"study_design_scores_gemma":[0.00003805277,0.0001809126,0.007778894,0.006619072,0.0001282787,0.007626262,0.000512982,0.00274109,0.00249255,0.02134108,0.9503641,0.000176836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004756308,0.8573105,0.01580433,0.07956188,0.01161738,0.00005682635,0.0002484149,0.0006147408,0.03002964],"genre_scores_gemma":[0.05191736,0.8472461,0.04240286,0.01848323,0.02828088,0.0001411583,0.000515948,0.0004680362,0.01054445],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00635408,"threshold_uncertainty_score":0.03360397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02448377792812504,"score_gpt":0.274597802082055,"score_spread":0.2501140241539299,"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."}}