{"id":"W4392728184","doi":"10.1148/radiol.231220","title":"Interpretation, Reporting, and Clinical Applications of Liver MR Elastography","year":2024,"lang":"en","type":"review","venue":"Radiology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université Laval; Université de Montréal","funders":"National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; Food and Drug Administration; National Institutes of Health; U.S. Food and Drug Administration; Fondation de l'Association des radiologistes du Québec; Fonds de Recherche du Québec - Santé; Foundation for the National Institutes of Health; Institute of Nutrition, Metabolism and Diabetes; National Institute of Diabetes and Digestive and Kidney Diseases; U.S. Department of Defense","keywords":"Medicine; Cirrhosis; Hepatocellular carcinoma; Liver biopsy; Elastography; Transient elastography; Radiology; Liver fibrosis; Magnetic resonance elastography; Chronic liver disease; Biopsy; Fibrosis; Pathology; Internal medicine; Ultrasound","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002486423,0.0001767507,0.001511592,0.0001892809,0.00001604099,0.000004490742,0.00005009208,0.0002347291,0.00004260198],"category_scores_gemma":[0.0001403396,0.0001163421,0.0007036086,0.0001650798,0.0001880553,0.00001021432,0.00004412075,0.0002104971,0.0000498729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002700992,"about_ca_system_score_gemma":0.0001757008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001117723,"about_ca_topic_score_gemma":0.000002501375,"domain_scores_codex":[0.9980336,0.0001043188,0.001312338,0.0003904668,0.00005829988,0.0001009173],"domain_scores_gemma":[0.998377,0.0002837585,0.0008697734,0.0003036684,0.00005650493,0.0001092401],"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":[0.000007816367,0.0002121809,0.006378936,0.0116316,0.002052029,0.00009831463,0.00003300952,8.818608e-9,2.03606e-8,0.0005743438,0.003350047,0.9756617],"study_design_scores_gemma":[0.0001682344,0.0002854405,0.003456169,0.004634761,0.01521225,0.0006010082,0.000005530921,0.000005741312,7.042559e-8,0.00008761903,0.9754479,0.00009527661],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001006491,0.9982011,0.00008581798,0.00002755337,0.000125015,0.0009008725,0.00004658035,0.00002955098,0.0004828286],"genre_scores_gemma":[0.0007135816,0.998006,0.0002903756,0.00004720004,0.0001876063,0.000386633,0.0002338996,0.00002200699,0.0001126438],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9755664,"threshold_uncertainty_score":0.4744295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05774567068052553,"score_gpt":0.425554192849003,"score_spread":0.3678085221684774,"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."}}