{"id":"W4226193141","doi":"10.1097/meg.0000000000002029","title":"Simplified care-pathway selection for nonspecialist practice: the GLOBAL Primary Biliary Cholangitis Study Group Age, Bilirubin, Alkaline phosphatase risk assessment tool","year":2020,"lang":"en","type":"article","venue":"European Journal of Gastroenterology & Hepatology","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta; Toronto General Hospital; University Health Network","funders":"American Medical Association Foundation; Novartis Pharma; Norgine; Cilag; Astellas Pharma; European Association for the Study of the Liver; Dr. Falk Pharma; Ministero della Salute; GlaxoSmithKline; Bristol-Myers Squibb; Falk Foundation; National Institute for Health and Care Research; Canadian Liver Foundation; Regeneron Pharmaceuticals; Canadian Institutes of Health Research; Intercept Pharmaceuticals; Gilead Sciences","keywords":"Medicine; Bilirubin; Alkaline phosphatase; Internal medicine; Gastroenterology; Ursodeoxycholic acid; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004843927,0.0008265222,0.001163262,0.001759376,0.0002431955,0.00119544,0.0006326426,0.0006512375,0.001694644],"category_scores_gemma":[0.01334138,0.0002537695,0.001520002,0.002138882,0.0002694936,0.0008220412,0.001411007,0.0006523093,0.0002783615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007676215,"about_ca_system_score_gemma":0.001620732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005572514,"about_ca_topic_score_gemma":0.008516584,"domain_scores_codex":[0.9965987,0.002142053,0.0004333673,0.000255136,0.0003760055,0.0001947947],"domain_scores_gemma":[0.9942572,0.00182824,0.002273223,0.0002859876,0.0006736484,0.0006816483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001155533,0.0001689286,0.9733298,0.0002857604,0.0006042985,0.00005232574,0.0001762644,0.001029171,0.00006486136,0.0001899206,0.004328947,0.01861416],"study_design_scores_gemma":[0.001001606,0.00084683,0.9877461,0.0002000875,0.0004085847,0.0002335709,0.0002887639,0.006793088,0.00008985693,0.0006273883,0.001731953,0.00003231683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807115,0.001644156,0.003797206,0.001407106,0.0001005955,0.001377002,0.008199682,0.0001312279,0.002631551],"genre_scores_gemma":[0.9842705,0.00030078,0.00642478,0.0003030346,0.00005303687,0.001025714,0.007342183,0.00001209083,0.0002679148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005572514,"threshold_uncertainty_score":0.02561742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800116225430775,"score_gpt":0.292237931859415,"score_spread":0.2742367696051073,"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."}}