{"id":"W2030768130","doi":"10.1097/mcg.0000000000000176","title":"Predictive Scores in Primary Biliary Cirrhosis","year":2014,"lang":"en","type":"article","venue":"Journal of Clinical Gastroenterology","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alberta Innovates - Health Solutions; Yale University","keywords":"Medicine; Primary biliary cirrhosis; Gastroenterology; Internal medicine; Ursodeoxycholic acid; Autoimmune hepatitis; Primary sclerosing cholangitis; Cirrhosis; Overlap syndrome; Liver disease; Cohort; Serology; Hepatitis; Antibody; Disease; Immunology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001142525,0.0005579936,0.0003851536,0.001758804,0.0004392858,0.0007202334,0.0003497744,0.0004004183,0.002632806],"category_scores_gemma":[0.007195756,0.0001551808,0.0004668986,0.001665159,0.0005011026,0.000432299,0.0008612568,0.0007642152,0.0005810374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000377227,"about_ca_system_score_gemma":0.0006054072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001751705,"about_ca_topic_score_gemma":0.001800354,"domain_scores_codex":[0.9993879,0.0001789202,0.00006027317,0.00006866084,0.0001883236,0.0001158547],"domain_scores_gemma":[0.9971412,0.0007508394,0.001197232,0.0001118193,0.0003610075,0.000437911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001025602,0.00001558748,0.9958448,0.00001393548,0.00002505393,0.0001056722,0.00001933451,0.0002006069,0.00004437941,0.00003942499,0.0001974635,0.003391228],"study_design_scores_gemma":[0.00001360344,0.0001596122,0.9961672,0.0000171437,0.00005828273,0.001135822,0.00009924177,0.001429176,0.0001177871,0.0003238382,0.0004709082,0.000007316733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956424,0.001001505,0.000469298,0.0002016488,0.00005073278,0.00002451266,0.0005487981,0.00002719277,0.002033837],"genre_scores_gemma":[0.99898,0.0001405422,0.0002253521,0.00001828247,0.0000381856,0.00001067884,0.0004454625,0.000003014926,0.000138406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002632806,"threshold_uncertainty_score":0.0088076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02931293478523738,"score_gpt":0.3416993067561162,"score_spread":0.3123863719708788,"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."}}