{"id":"W4235275193","doi":"10.1148/radiol.2016150247","title":"Case 235","year":2016,"lang":"en","type":"article","venue":"Radiology","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Medicine; Cirrhosis; Elastography; Transient elastography; Radiology; Decompensation; Nuclear medicine; Internal medicine; Ultrasound; Liver fibrosis","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":[0.00006615497,0.00005266404,0.0001695773,0.00003327654,0.00003215208,6.206413e-7,0.00002005803,0.00005162778,0.000388489],"category_scores_gemma":[0.0002516882,0.00002922816,0.00002992037,0.00003076343,0.0001093987,0.0000140727,0.00001973013,0.00003663805,0.0006176492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004087799,"about_ca_system_score_gemma":0.00002203612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009007986,"about_ca_topic_score_gemma":0.0001640619,"domain_scores_codex":[0.9995722,0.00003174501,0.00008981155,0.0001154001,0.00002980198,0.0001610547],"domain_scores_gemma":[0.9996373,0.0001160847,0.00001612506,0.000149128,0.00002584045,0.00005549147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008745204,0.00005071096,0.7736969,0.00002253287,0.0001756114,0.03218963,0.0003273936,5.508484e-8,0.02340368,0.005357258,0.08804543,0.07664333],"study_design_scores_gemma":[0.003925344,0.001163819,0.2654813,0.00006928451,0.0001295013,0.2383269,0.00003791871,0.00001320334,0.004386135,0.001232726,0.4849528,0.0002810732],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842459,0.0003727922,0.0003781736,0.004209224,0.0002215605,0.00008977023,0.000006557249,0.00006150536,0.01041452],"genre_scores_gemma":[0.995829,0.0001744472,0.0003764432,0.0007917398,0.0002344404,0.00001164806,6.988939e-7,0.000007464282,0.002574095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5082157,"threshold_uncertainty_score":0.7938836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03406112319590436,"score_gpt":0.2966392982108358,"score_spread":0.2625781750149314,"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."}}