{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009227836,0.0004112002,0.0004377438,0.002198046,0.0002926097,0.0007480975,0.0002720889,0.000685344,0.01332185],"category_scores_gemma":[0.003731226,0.00017555,0.0002710608,0.0005701182,0.0002001312,0.000593838,0.0003533483,0.0006798772,0.003582123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002575896,"about_ca_system_score_gemma":0.0002632453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00107072,"about_ca_topic_score_gemma":0.001935985,"domain_scores_codex":[0.999563,0.0001302244,0.00004044353,0.00006209766,0.0001667299,0.00003758498],"domain_scores_gemma":[0.9991305,0.0002813269,0.00009653954,0.00005506488,0.0003428847,0.00009352159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001299169,0.0003317682,0.1664395,0.0006283528,0.000169643,0.004112686,0.0003099207,0.0006747786,0.02822231,0.001948245,0.08620264,0.7096611],"study_design_scores_gemma":[0.0003851354,0.001886518,0.6319577,0.003263504,0.00044555,0.07381846,0.0008492527,0.006017338,0.04048088,0.006124798,0.2345341,0.000236897],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3131102,0.2120931,0.046346,0.03421755,0.003497217,0.0009212081,0.00604631,0.002355445,0.381413],"genre_scores_gemma":[0.8502965,0.05908057,0.02437563,0.003459212,0.001747163,0.0002228047,0.002002189,0.0002230773,0.05859268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01332185,"threshold_uncertainty_score":0.04456604,"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."}}