{"id":"W2954413925","doi":"10.14309/ajg.0000000000000290","title":"Validation of Risk Scoring Systems in Ursodeoxycholic Acid–Treated Patients With Primary Biliary Cholangitis","year":2019,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia; University of Alberta","funders":"","keywords":"Ursodeoxycholic acid; Medicine; Gastroenterology; Internal medicine; Primary (astronomy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007220762,0.000676485,0.0005108655,0.0009914804,0.0002841617,0.0008423056,0.0004169267,0.0004143234,0.0005533216],"category_scores_gemma":[0.01640986,0.0001808627,0.0006362882,0.0009340931,0.0004218762,0.0003508648,0.0007175003,0.0004468456,0.0002812462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004801757,"about_ca_system_score_gemma":0.0006681032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002018369,"about_ca_topic_score_gemma":0.001873749,"domain_scores_codex":[0.9967975,0.001821443,0.0003244825,0.0002725016,0.0006073236,0.0001767586],"domain_scores_gemma":[0.9919186,0.002582463,0.002906428,0.0007057517,0.00148784,0.0003988197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003676323,0.00002127364,0.9950813,0.00001266961,0.00006294186,0.00002668974,0.00003923419,0.0002745079,0.0001586349,0.0000139958,0.0001027364,0.003838403],"study_design_scores_gemma":[0.0001088701,0.0007399012,0.9941199,0.00003047152,0.00009179219,0.0003575123,0.00008870888,0.003529338,0.0004740812,0.00009291142,0.000356315,0.000009960228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979244,0.0003784222,0.0009252045,0.00004895379,0.00001830034,0.00004333258,0.0002158567,0.0000109368,0.0004344627],"genre_scores_gemma":[0.9986066,0.00006307563,0.0007449109,0.00001395287,0.00001392878,0.00002405684,0.0004786662,0.000003270113,0.00005152872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007220762,"threshold_uncertainty_score":0.0381875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005292118650908174,"score_gpt":0.2136662167954807,"score_spread":0.2083740981445726,"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."}}