{"id":"W2771618630","doi":"10.1007/s00261-017-1425-8","title":"Cirrhosis and LI-RADS","year":2017,"lang":"en","type":"review","venue":"Abdominal Radiology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Cirrhosis; Medicine; Hepatocellular carcinoma; Hepatology; Radiology; Internal medicine; Risk factor; Gastroenterology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001256818,0.0003712368,0.002362099,0.0001383971,0.0001197531,0.00002328283,0.0001458837,0.0003606351,0.0001640794],"category_scores_gemma":[0.0001116092,0.0002521912,0.0005034764,0.00003461293,0.0002312584,0.00002946255,0.00008492453,0.000233972,0.0002045365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058413,"about_ca_system_score_gemma":0.0002540263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004027087,"about_ca_topic_score_gemma":0.000002489025,"domain_scores_codex":[0.998676,0.0001113471,0.000335754,0.0004992355,0.00008960493,0.0002880851],"domain_scores_gemma":[0.9986016,0.0002134064,0.0002614893,0.0006216931,0.00003097095,0.0002708526],"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":[0.00003102581,0.0001159788,0.0004558891,0.005254738,0.0009257302,0.0007872139,0.00001948564,2.746205e-9,4.867931e-8,0.0002232628,0.002600547,0.9895861],"study_design_scores_gemma":[0.0007260259,0.0004263385,0.001797481,0.005517391,0.007945254,0.002591814,0.000004671116,0.000001090051,2.329836e-7,0.00003668027,0.9807502,0.0002028152],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001001524,0.9955498,0.000001686418,0.0001837423,0.0002666615,0.0006943941,0.00003693914,0.00002319669,0.003143456],"genre_scores_gemma":[0.0003992877,0.9978349,0.0001024847,0.0001364288,0.0004667286,0.0002748465,0.0001184917,0.00003898363,0.0006278225],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9893833,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1682973046724058,"score_gpt":0.446342128181981,"score_spread":0.2780448235095752,"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."}}