{"id":"W2397409185","doi":"10.1097/ruq.0000000000000209","title":"Elastography Assessment of Liver Fibrosis","year":2016,"lang":"en","type":"article","venue":"Ultrasound Quarterly","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Elastography; Transient elastography; Liver fibrosis; Fibrosis; Radiology; Pathology; Ultrasound","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":[0.00005793352,0.0001352803,0.0002389591,0.00009964515,0.00003382521,0.00001039251,0.00005572142,0.0000475312,0.0008546181],"category_scores_gemma":[0.00001013822,0.00007901755,0.0002364415,0.0001175869,0.00008734879,0.00009325069,0.000003918497,0.00003515917,0.00006868326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004934747,"about_ca_system_score_gemma":0.00005815185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006422788,"about_ca_topic_score_gemma":0.000009617758,"domain_scores_codex":[0.9990903,0.00003031747,0.0002114757,0.0002226012,0.0002574566,0.0001878542],"domain_scores_gemma":[0.9990768,0.000287366,0.00007739551,0.0003126687,0.00008621092,0.0001595088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007810542,0.001431014,0.9017658,0.00008625512,0.0004721869,0.00002906953,0.000435361,8.096302e-8,0.05332606,0.001730226,0.002073872,0.03857192],"study_design_scores_gemma":[0.001719613,0.002182346,0.9907271,0.0001941131,0.0002977913,0.00001882364,0.0001119114,0.000001419853,0.002836726,0.0001778785,0.001625869,0.000106465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955028,0.0002804487,0.0006731161,0.0002279544,0.00007778015,0.0002751832,0.00009382197,0.00004450635,0.002824347],"genre_scores_gemma":[0.9978039,0.00014282,0.001608839,0.00009129896,0.00006313968,0.00004757571,0.00001714054,0.00001453263,0.0002107733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0889612,"threshold_uncertainty_score":0.9357468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008521439979733996,"score_gpt":0.2610847459310534,"score_spread":0.2525633059513194,"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."}}